diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Dynamic_Spatial_Relationship.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Dynamic_Spatial_Relationship.log
new file mode 100644
index 0000000000000000000000000000000000000000..f572f7401f58956323fabda4973c0f7e3f2b8345
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Dynamic_Spatial_Relationship.log
@@ -0,0 +1,21 @@
+[2026-06-08 19:14:26 UTC] COMMAND /root/ckpts/micromamba/envs/vbench2/bin/python -u evaluate.py --videos_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Dynamic_Spatial_Relationship --dimension Dynamic_Spatial_Relationship --output_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship --full_json_dir /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json --mode vbench_standard
+args: Namespace(output_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship', full_json_dir='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json', videos_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Dynamic_Spatial_Relationship', dimension=['Dynamic_Spatial_Relationship'], load_ckpt_from_local=None, read_frame=None, mode='vbench_standard', prompt='None', prompt_file=None, category=None, imaging_quality_preprocessing_mode='longer')
+start evaluation
+File exists: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+Evaluation meta data saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship/results_2026-06-08-19:14:29_full_info.json
+/root/ckpts/micromamba/envs/vbench2/lib/python3.10/site-packages/transformers/utils/hub.py:105: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.
+  warnings.warn(
+/nfs/ywang29/Reward_finetuning/VideoX-Fun/VBench/VBench-2.0/vbench2/third_party/LLaVA_NeXT/llava/model/llava_arch.py:215: SyntaxWarning: "is not" with a literal. Did you mean "!="?
+  if slower_img_feat is not 0:
+cur_full_info_path: /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship/results_2026-06-08-19:14:29_full_info.json
+Loaded LLaVA model: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+You are using a model of type llava to instantiate a model of type llava_qwen. This is not supported for all configurations of models and can yield errors.
+Sliding Window Attention is enabled but not implemented for `sdpa`; unexpected results may be encountered.
+Loading vision tower: google/siglip-so400m-patch14-384
+2026-06-08 19:14:35,488 - accelerate.utils.modeling - INFO - We will use 90% of the memory on device 0 for storing the model, and 10% for the buffer to avoid OOM. You can set `max_memory` in to a higher value to use more memory (at your own risk).
+
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+Model Class: LlavaQwenForCausalLM
+
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+Evaluation results saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship/results_2026-06-08-19:14:29_eval_results.json
+done
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Human_Interaction.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Human_Interaction.log
new file mode 100644
index 0000000000000000000000000000000000000000..0ea1b10b5f23fce44cdbc00492906ba793e7e8ae
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Human_Interaction.log
@@ -0,0 +1,23 @@
+[2026-06-08 17:28:50 UTC] COMMAND /root/ckpts/micromamba/envs/vbench2/bin/python -u evaluate.py --videos_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Human_Interaction --dimension Human_Interaction --output_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction --full_json_dir /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json --mode vbench_standard
+args: Namespace(output_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction', full_json_dir='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json', videos_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Human_Interaction', dimension=['Human_Interaction'], load_ckpt_from_local=None, read_frame=None, mode='vbench_standard', prompt='None', prompt_file=None, category=None, imaging_quality_preprocessing_mode='longer')
+start evaluation
+File exists: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+File exists: /root/ckpts/vbench2/Qwen/Qwen2.5-7B-Instruct
+Evaluation meta data saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction/results_2026-06-08-17:28:53_full_info.json
+/root/ckpts/micromamba/envs/vbench2/lib/python3.10/site-packages/transformers/utils/hub.py:105: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.
+  warnings.warn(
+/nfs/ywang29/Reward_finetuning/VideoX-Fun/VBench/VBench-2.0/vbench2/third_party/LLaVA_NeXT/llava/model/llava_arch.py:215: SyntaxWarning: "is not" with a literal. Did you mean "!="?
+  if slower_img_feat is not 0:
+cur_full_info_path: /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction/results_2026-06-08-17:28:53_full_info.json
+Loaded LLaVA model: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+You are using a model of type llava to instantiate a model of type llava_qwen. This is not supported for all configurations of models and can yield errors.
+Sliding Window Attention is enabled but not implemented for `sdpa`; unexpected results may be encountered.
+Loading vision tower: google/siglip-so400m-patch14-384
+
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Loading checkpoint shards: 100%|██████████| 4/4 [00:05<00:00,  1.42s/it]
+Model Class: LlavaQwenForCausalLM
+2026-06-08 17:29:04,656 - accelerate.utils.modeling - INFO - We will use 90% of the memory on device 0 for storing the model, and 10% for the buffer to avoid OOM. You can set `max_memory` in to a higher value to use more memory (at your own risk).
+
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+
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+
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+Evaluation results saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction/results_2026-06-08-17:28:53_eval_results.json
+done
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_2.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..9a9553d0577c09d6003aaddc3292d0f64a4b9853
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_2.log
@@ -0,0 +1,39 @@
+[2026-06-08 21:33:56 UTC] COMMAND /root/ckpts/micromamba/envs/vbench2/bin/python -u evaluate.py --videos_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Instance_Preservation --dimension Instance_Preservation --output_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_2 --full_json_dir /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/full_info_shard_2.json --mode vbench_standard
+args: Namespace(output_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_2', full_json_dir='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/full_info_shard_2.json', videos_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Instance_Preservation', dimension=['Instance_Preservation'], load_ckpt_from_local=None, read_frame=None, mode='vbench_standard', prompt='None', prompt_file=None, category=None, imaging_quality_preprocessing_mode='longer')
+start evaluation
+Evaluation meta data saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_2/results_2026-06-08-21:33:59_full_info.json
+/root/ckpts/micromamba/envs/vbench2/lib/python3.10/site-packages/transformers/utils/hub.py:105: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.
+  warnings.warn(
+[INFO:swift] Successfully registered `/nfs/ywang29/Reward_finetuning/VideoX-Fun/VBench/VBench-2.0/vbench2/third_party/Instance_detector/swift/llm/dataset/data/dataset_info.json`.
+cur_full_info_path: /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_2/results_2026-06-08-21:33:59_full_info.json
+[INFO:swift] Successfully loaded /root/ckpts/vbench2/instance_anomaly_detector/model/args.json.
+[INFO:swift] Loading the model using model_dir: /root/ckpts/huggingface/Qwen/Qwen2.5-VL-3B-Instruct
+[INFO:swift] Setting torch_dtype: torch.bfloat16
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+[INFO:swift] model_kwargs: {'device_map': 'cuda:0'}
+
Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]
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Loading checkpoint shards: 100%|██████████| 2/2 [00:03<00:00,  1.55s/it]
+[INFO:swift] Setting image_factor: 28. You can adjust this hyperparameter through the environment variable: `IMAGE_FACTOR`.
+[INFO:swift] Setting min_pixels: 3136. You can adjust this hyperparameter through the environment variable: `MIN_PIXELS`.
+[INFO:swift] Using environment variable `MAX_PIXELS`, Setting max_pixels: 1003520.
+[INFO:swift] Setting max_ratio: 200. You can adjust this hyperparameter through the environment variable: `MAX_RATIO`.
+[INFO:swift] Using environment variable `VIDEO_MIN_PIXELS`, Setting video_min_pixels: 100352.
+[INFO:swift] Using environment variable `VIDEO_MAX_PIXELS`, Setting video_max_pixels: 602112.
+[INFO:swift] Using environment variable `VIDEO_TOTAL_PIXELS`, Setting video_total_pixels: 90316800.
+[INFO:swift] Setting frame_factor: 2. You can adjust this hyperparameter through the environment variable: `FRAME_FACTOR`.
+[INFO:swift] Setting fps: 2.0. You can adjust this hyperparameter through the environment variable: `FPS`.
+[INFO:swift] Using environment variable `FPS_MIN_FRAMES`, Setting fps_min_frames: 32.
+[INFO:swift] Using environment variable `FPS_MAX_FRAMES`, Setting fps_max_frames: 50.
+[INFO:swift] default_system: 'You are a helpful and harmless assistant.'
+[INFO:swift] max_length: 128000
+[INFO:swift] response_prefix: ''
+[INFO:swift] agent_template: hermes
+[INFO:swift] norm_bbox: none
+[INFO:swift] default_system: 'You are a helpful and harmless assistant.'
+[INFO:swift] max_length: 128000
+[INFO:swift] response_prefix: ''
+[INFO:swift] agent_template: hermes
+[INFO:swift] norm_bbox: none
+
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+
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+Evaluation results saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_2/results_2026-06-08-21:33:59_eval_results.json
+done
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_5.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..456cf43bd818495080e0f08e8863180f792cd962
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Instance_Preservation_shard_5.log
@@ -0,0 +1,39 @@
+[2026-06-08 21:33:56 UTC] COMMAND /root/ckpts/micromamba/envs/vbench2/bin/python -u evaluate.py --videos_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Instance_Preservation --dimension Instance_Preservation --output_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_5 --full_json_dir /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/full_info_shard_5.json --mode vbench_standard
+args: Namespace(output_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_5', full_json_dir='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/full_info_shard_5.json', videos_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Instance_Preservation', dimension=['Instance_Preservation'], load_ckpt_from_local=None, read_frame=None, mode='vbench_standard', prompt='None', prompt_file=None, category=None, imaging_quality_preprocessing_mode='longer')
+start evaluation
+Evaluation meta data saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_5/results_2026-06-08-21:33:59_full_info.json
+/root/ckpts/micromamba/envs/vbench2/lib/python3.10/site-packages/transformers/utils/hub.py:105: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.
+  warnings.warn(
+[INFO:swift] Successfully registered `/nfs/ywang29/Reward_finetuning/VideoX-Fun/VBench/VBench-2.0/vbench2/third_party/Instance_detector/swift/llm/dataset/data/dataset_info.json`.
+cur_full_info_path: /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_5/results_2026-06-08-21:33:59_full_info.json
+[INFO:swift] Successfully loaded /root/ckpts/vbench2/instance_anomaly_detector/model/args.json.
+[INFO:swift] Loading the model using model_dir: /root/ckpts/huggingface/Qwen/Qwen2.5-VL-3B-Instruct
+[INFO:swift] Setting torch_dtype: torch.bfloat16
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+[INFO:swift] model_kwargs: {'device_map': 'cuda:0'}
+
Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]
Loading checkpoint shards:  50%|█████     | 1/2 [00:01<00:01,  1.81s/it]
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Loading checkpoint shards: 100%|██████████| 2/2 [00:02<00:00,  1.49s/it]
+[INFO:swift] Setting image_factor: 28. You can adjust this hyperparameter through the environment variable: `IMAGE_FACTOR`.
+[INFO:swift] Setting min_pixels: 3136. You can adjust this hyperparameter through the environment variable: `MIN_PIXELS`.
+[INFO:swift] Using environment variable `MAX_PIXELS`, Setting max_pixels: 1003520.
+[INFO:swift] Setting max_ratio: 200. You can adjust this hyperparameter through the environment variable: `MAX_RATIO`.
+[INFO:swift] Using environment variable `VIDEO_MIN_PIXELS`, Setting video_min_pixels: 100352.
+[INFO:swift] Using environment variable `VIDEO_MAX_PIXELS`, Setting video_max_pixels: 602112.
+[INFO:swift] Using environment variable `VIDEO_TOTAL_PIXELS`, Setting video_total_pixels: 90316800.
+[INFO:swift] Setting frame_factor: 2. You can adjust this hyperparameter through the environment variable: `FRAME_FACTOR`.
+[INFO:swift] Setting fps: 2.0. You can adjust this hyperparameter through the environment variable: `FPS`.
+[INFO:swift] Using environment variable `FPS_MIN_FRAMES`, Setting fps_min_frames: 32.
+[INFO:swift] Using environment variable `FPS_MAX_FRAMES`, Setting fps_max_frames: 50.
+[INFO:swift] default_system: 'You are a helpful and harmless assistant.'
+[INFO:swift] max_length: 128000
+[INFO:swift] response_prefix: ''
+[INFO:swift] agent_template: hermes
+[INFO:swift] norm_bbox: none
+[INFO:swift] default_system: 'You are a helpful and harmless assistant.'
+[INFO:swift] max_length: 128000
+[INFO:swift] response_prefix: ''
+[INFO:swift] agent_template: hermes
+[INFO:swift] norm_bbox: none
+
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+
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+Evaluation results saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation_shards/2026-06-08-21:29:31/shard_5/results_2026-06-08-21:33:59_eval_results.json
+done
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Mechanics.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Mechanics.log
new file mode 100644
index 0000000000000000000000000000000000000000..609772a46c8c04349c62dad03fc2f6cf43710d08
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/logs/vbench2_parallel/Mechanics.log
@@ -0,0 +1,21 @@
+[2026-06-08 19:23:27 UTC] COMMAND /root/ckpts/micromamba/envs/vbench2/bin/python -u evaluate.py --videos_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Mechanics --dimension Mechanics --output_path /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics --full_json_dir /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json --mode vbench_standard
+args: Namespace(output_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics', full_json_dir='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json', videos_path='/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/videos/Mechanics', dimension=['Mechanics'], load_ckpt_from_local=None, read_frame=None, mode='vbench_standard', prompt='None', prompt_file=None, category=None, imaging_quality_preprocessing_mode='longer')
+start evaluation
+File exists: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+Evaluation meta data saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics/results_2026-06-08-19:23:32_full_info.json
+/root/ckpts/micromamba/envs/vbench2/lib/python3.10/site-packages/transformers/utils/hub.py:105: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.
+  warnings.warn(
+/nfs/ywang29/Reward_finetuning/VideoX-Fun/VBench/VBench-2.0/vbench2/third_party/LLaVA_NeXT/llava/model/llava_arch.py:215: SyntaxWarning: "is not" with a literal. Did you mean "!="?
+  if slower_img_feat is not 0:
+cur_full_info_path: /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics/results_2026-06-08-19:23:32_full_info.json
+Loaded LLaVA model: /root/ckpts/vbench2/lmms-lab/LLaVA-Video-7B-Qwen2
+You are using a model of type llava to instantiate a model of type llava_qwen. This is not supported for all configurations of models and can yield errors.
+Sliding Window Attention is enabled but not implemented for `sdpa`; unexpected results may be encountered.
+Loading vision tower: google/siglip-so400m-patch14-384
+2026-06-08 19:23:44,088 - accelerate.utils.modeling - INFO - We will use 90% of the memory on device 0 for storing the model, and 10% for the buffer to avoid OOM. You can set `max_memory` in to a higher value to use more memory (at your own risk).
+
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+Model Class: LlavaQwenForCausalLM
+
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+
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+Evaluation results saved to /nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics/results_2026-06-08-19:23:32_eval_results.json
+done
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_details.csv b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_details.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7cbff0dfbb930bdec6725a91d4c2ad406b9dea6
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_details.csv
@@ -0,0 +1,25 @@
+model_name,dimension,score,score_percent,result_file
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Camera Motion,0.5740740740740741,57.407407407407405,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Camera_Motion/results_2026-06-08-18:42:29_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Complex Landscape,0.19999999999999987,19.999999999999986,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Complex_Landscape/results_2026-06-08-20:58:55_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Complex Plot,0.125185185185185,12.518518518518501,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Complex_Plot/results_2026-06-08-19:23:02_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Composition,0.458385744234801,45.8385744234801,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Composition/results_2026-06-08-20:51:55_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Diversity,0.3863112598657608,38.63112598657608,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Diversity/results_2026-06-08-17:28:53_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Dynamic Attribute,0.24175824175824176,24.175824175824175,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Attribute/results_2026-06-08-18:53:30_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Dynamic Spatial Relationship,0.3140096618357488,31.40096618357488,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship/results_2026-06-08-19:14:29_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Human Anatomy,0.932573792689079,93.2573792689079,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Anatomy/results_2026-06-08-17:28:53_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Human Clothes,0.9620853080568721,96.2085308056872,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Clothes/results_2026-06-08-20:23:53_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Human Identity,0.850909343083323,85.0909343083323,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Identity/results_2026-06-08-20:25:23_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Human Interaction,0.49666666666666665,49.666666666666664,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction/results_2026-06-08-17:28:53_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Instance Preservation,0.935672514619883,93.56725146198829,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation/results_2026-06-08-21:49:42_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Material,0.46534653465346537,46.53465346534654,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Material/results_2026-06-08-19:56:51_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Mechanics,0.5210084033613446,52.10084033613446,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics/results_2026-06-08-19:23:32_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Motion Order Understanding,0.16835016835016836,16.835016835016837,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Motion_Order_Understanding/results_2026-06-08-18:01:56_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Motion Rationality,0.3620689655172414,36.206896551724135,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Motion_Rationality/results_2026-06-08-19:56:51_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Multi-View Consistency,0.3463625062863282,34.63625062863282,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Multi-View_Consistency/results_2026-06-08-17:28:53_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Thermotics,0.4413793103448276,44.13793103448276,/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Thermotics/results_2026-06-08-20:10:22_eval_results.json
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Creativity,0.4223485020502809,42.23485020502809,
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Commonsense,0.6488707400685622,64.88707400685621,
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Controllability,0.30286342826715495,30.286342826715497,
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Human Fidelity,0.9151894812764247,91.51894812764247,
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Physics,0.44352418866149146,44.352418866149144,
+yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100,Overall,0.5465592680647828,54.655926806478284,
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_summary.json b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..78ed79f1977adae83e4dc9686b77aaa7a4877840
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_score_summary.json
@@ -0,0 +1,82 @@
+{
+  "model_name": "yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting_step_100",
+  "generated_at_utc": "2026-06-08T22:11:45.382809+00:00",
+  "results_root": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results",
+  "score_formula": "mean of five VBench2 groups; each group is the arithmetic mean of its listed dimensions",
+  "dimension_scores": {
+    "Camera Motion": 0.5740740740740741,
+    "Complex Landscape": 0.19999999999999987,
+    "Complex Plot": 0.125185185185185,
+    "Composition": 0.458385744234801,
+    "Diversity": 0.3863112598657608,
+    "Dynamic Attribute": 0.24175824175824176,
+    "Dynamic Spatial Relationship": 0.3140096618357488,
+    "Human Anatomy": 0.932573792689079,
+    "Human Clothes": 0.9620853080568721,
+    "Human Identity": 0.850909343083323,
+    "Human Interaction": 0.49666666666666665,
+    "Instance Preservation": 0.935672514619883,
+    "Material": 0.46534653465346537,
+    "Mechanics": 0.5210084033613446,
+    "Motion Order Understanding": 0.16835016835016836,
+    "Motion Rationality": 0.3620689655172414,
+    "Multi-View Consistency": 0.3463625062863282,
+    "Thermotics": 0.4413793103448276
+  },
+  "group_scores": {
+    "Creativity": 0.4223485020502809,
+    "Commonsense": 0.6488707400685622,
+    "Controllability": 0.30286342826715495,
+    "Human Fidelity": 0.9151894812764247,
+    "Physics": 0.44352418866149146
+  },
+  "overall": 0.5465592680647828,
+  "dimension_scores_percent": {
+    "Camera Motion": 57.407407407407405,
+    "Complex Landscape": 19.999999999999986,
+    "Complex Plot": 12.518518518518501,
+    "Composition": 45.8385744234801,
+    "Diversity": 38.63112598657608,
+    "Dynamic Attribute": 24.175824175824175,
+    "Dynamic Spatial Relationship": 31.40096618357488,
+    "Human Anatomy": 93.2573792689079,
+    "Human Clothes": 96.2085308056872,
+    "Human Identity": 85.0909343083323,
+    "Human Interaction": 49.666666666666664,
+    "Instance Preservation": 93.56725146198829,
+    "Material": 46.53465346534654,
+    "Mechanics": 52.10084033613446,
+    "Motion Order Understanding": 16.835016835016837,
+    "Motion Rationality": 36.206896551724135,
+    "Multi-View Consistency": 34.63625062863282,
+    "Thermotics": 44.13793103448276
+  },
+  "group_scores_percent": {
+    "Creativity": 42.23485020502809,
+    "Commonsense": 64.88707400685621,
+    "Controllability": 30.286342826715497,
+    "Human Fidelity": 91.51894812764247,
+    "Physics": 44.352418866149144
+  },
+  "overall_percent": 54.655926806478284,
+  "result_files": {
+    "Camera Motion": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Camera_Motion/results_2026-06-08-18:42:29_eval_results.json",
+    "Complex Landscape": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Complex_Landscape/results_2026-06-08-20:58:55_eval_results.json",
+    "Complex Plot": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Complex_Plot/results_2026-06-08-19:23:02_eval_results.json",
+    "Composition": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Composition/results_2026-06-08-20:51:55_eval_results.json",
+    "Diversity": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Diversity/results_2026-06-08-17:28:53_eval_results.json",
+    "Dynamic Attribute": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Attribute/results_2026-06-08-18:53:30_eval_results.json",
+    "Dynamic Spatial Relationship": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Dynamic_Spatial_Relationship/results_2026-06-08-19:14:29_eval_results.json",
+    "Human Anatomy": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Anatomy/results_2026-06-08-17:28:53_eval_results.json",
+    "Human Clothes": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Clothes/results_2026-06-08-20:23:53_eval_results.json",
+    "Human Identity": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Identity/results_2026-06-08-20:25:23_eval_results.json",
+    "Human Interaction": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Human_Interaction/results_2026-06-08-17:28:53_eval_results.json",
+    "Instance Preservation": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Instance_Preservation/results_2026-06-08-21:49:42_eval_results.json",
+    "Material": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Material/results_2026-06-08-19:56:51_eval_results.json",
+    "Mechanics": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Mechanics/results_2026-06-08-19:23:32_eval_results.json",
+    "Motion Order Understanding": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Motion_Order_Understanding/results_2026-06-08-18:01:56_eval_results.json",
+    "Motion Rationality": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Motion_Rationality/results_2026-06-08-19:56:51_eval_results.json",
+    "Multi-View Consistency": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Multi-View_Consistency/results_2026-06-08-17:28:53_eval_results.json",
+    "Thermotics": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_results/Thermotics/results_2026-06-08-20:10:22_eval_results.json"
+  }
+}
\ No newline at end of file
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json
new file mode 100644
index 0000000000000000000000000000000000000000..761445a9d35d6ddae833d79a159e0f4946faaf48
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/vbench2_eval/step_100/vbench2_selected_info.json
@@ -0,0 +1,10750 @@
+[
+  {
+    "prompt_en": "Garden, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Garden, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Garden, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Garden, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Garden, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Garden, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Garden, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Garden.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Garden, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Pyramid, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Pyramid, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Pyramid, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Pyramid, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Pyramid, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Pyramid, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Pyramid, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Pyramid.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Pyramid, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Mount Fuji, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Mount Fuji, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Mount Fuji, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Mount Fuji, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Mount Fuji, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Mount Fuji, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Mount Fuji, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Mount Fuji.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Mount Fuji, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Blue Lagoon, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Blue Lagoon, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Blue Lagoon, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Blue Lagoon, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Blue Lagoon, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Blue Lagoon, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Blue Lagoon, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Blue Lagoon.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Blue Lagoon, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Table, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Table, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Table, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Table, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Table, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Table, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Table, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Table.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Table, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Alhambra, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Alhambra, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Alhambra, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Alhambra, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Alhambra, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Alhambra, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Alhambra, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Alhambra.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Alhambra, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Vase, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Vase, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Vase, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Vase, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Vase, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Vase, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Vase, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Vase.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Vase, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Burj Khalifa, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Burj Khalifa, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Burj Khalifa, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Burj Khalifa, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Burj Khalifa, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Burj Khalifa, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Burj Khalifa, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Burj Khalifa.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Burj Khalifa, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Machu Picchu, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Machu Picchu, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Machu Picchu, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Machu Picchu, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Machu Picchu, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Machu Picchu, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Machu Picchu, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Machu Picchu.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Machu Picchu, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Forbidden City, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Forbidden City, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Forbidden City, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Forbidden City, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Forbidden City, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Forbidden City, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Forbidden City, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Forbidden City.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Forbidden City, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Laptop, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Laptop, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Laptop, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Laptop, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Laptop, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Laptop, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Laptop, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Laptop.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Laptop, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "Watch, zoom in.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_in"
+  },
+  {
+    "prompt_en": "Watch, zoom out.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "zoom_out"
+  },
+  {
+    "prompt_en": "Watch, tilt up.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_up"
+  },
+  {
+    "prompt_en": "Watch, tilt down.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "tilt_down"
+  },
+  {
+    "prompt_en": "Watch, pan left.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_left"
+  },
+  {
+    "prompt_en": "Watch, pan right.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "pan_right"
+  },
+  {
+    "prompt_en": "The camera movement is static. Watch, static shot, the camera is fixed.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "static"
+  },
+  {
+    "prompt_en": "The camera orbits around in a clockwise direction. Watch.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "orbits"
+  },
+  {
+    "prompt_en": "Wristwatch, First-person perspective, oblique shot, airborne dolly movement.",
+    "dimension": [
+      "Camera_Motion"
+    ],
+    "auxiliary_info": "oblique"
+  },
+  {
+    "prompt_en": "The camera starts at the top of the forest, where thick morning mist drifts between the treetops, with sunlight filtering through the leaves and casting dappled spots of light, the air fresh and moist. As the camera slowly moves downward, dewdrops glisten on the leaves, a gentle breeze rustling the leaves, making a soft, soothing sound. The camera moves along a woodland path, occasionally capturing a squirrel leaping between trees, its agile figure darting across the branches. The shot continues, eventually arriving at a tranquil lake. The surface of the water is like a mirror, reflecting the towering trees and distant mountains. In the distance, a heron takes off from the lakeshore, breaking the stillness of the water, ripples forming as the bird skims the surface. The camera follows its flight and gradually pulls back, showing the entire serene beauty of the lake.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts at the top of the forest, where thick morning mist drifts between the treetops, with sunlight filtering through the leaves and casting dappled spots of light, the air fresh and moist.",
+      "As the camera slowly moves downward, dewdrops glisten on the leaves, a gentle breeze rustling the leaves, making a soft, soothing sound.",
+      "The camera moves along a woodland path, occasionally capturing a squirrel leaping between trees, its agile figure darting across the branches.",
+      "The shot continues, eventually arriving at a tranquil lake. The surface of the water is like a mirror, reflecting the towering trees and distant mountains.",
+      "In the distance, a heron takes off from the lakeshore, breaking the stillness of the water, ripples forming as the bird skims the surface. The camera follows its flight and gradually pulls back, showing the entire serene beauty of the lake."
+    ]
+  },
+  {
+    "prompt_en": "The scene opens in the vast desert, with the camera angled low over the sand, fine grains drifting in the gentle breeze, the undulating dunes in the distance bathed in a faint orange glow. As the camera moves forward, the outlines of the dunes become clearer, and the early morning sky begins to glow with warm hues, transitioning the desert from deep brown to golden yellow. The scene cuts to the top of a dune, where the camera follows a caravan of camels making their way across the endless desert, their bells jingling softly in the wind. The first rays of the sun break through the gaps between the dunes, casting golden light on the sand, as the desert comes to life, glowing in the morning's embrace. Finally, the camera pulls back, revealing the vast expanse of the desert merging with the horizon, the sun climbing higher, illuminating the entire landscape in a mystical, warm glow.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The scene opens in the vast desert, with the camera angled low over the sand, fine grains drifting in the gentle breeze, the undulating dunes in the distance bathed in a faint orange glow.",
+      "As the camera moves forward, the outlines of the dunes become clearer, and the early morning sky begins to glow with warm hues, transitioning the desert from deep brown to golden yellow.",
+      "The scene cuts to the top of a dune, where the camera follows a caravan of camels making their way across the endless desert, their bells jingling softly in the wind.",
+      "The first rays of the sun break through the gaps between the dunes, casting golden light on the sand, as the desert comes to life, glowing in the morning's embrace.",
+      "Finally, the camera pulls back, revealing the vast expanse of the desert merging with the horizon, the sun climbing higher, illuminating the entire landscape in a mystical, warm glow."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins in a vast grassland, where the lush green grass sways gently in the breeze, the air fresh, and the soft rustling of the leaves fills the space. As the camera moves forward, the grass turns from a vibrant green to golden hues, sunlight pouring over the land, the textures of the grass becoming more pronounced in the play of light and shadow. In the distance, a herd of cattle grazes peacefully. Their figures become clearer as the camera moves closer, occasionally lifting their heads and gazing into the distance. The scene shifts to a lakeshore, where the lake reflects the sky, grasslands, and distant mountains, the water clear and calm, with gentle ripples created by the breeze. Finally, the camera pulls back, following the herd as they move off into the distance, the vastness of the grassland merging with the expansive sky, creating a feeling of peaceful openness.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins in a vast grassland, where the lush green grass sways gently in the breeze, the air fresh, and the soft rustling of the leaves fills the space.",
+      "As the camera moves forward, the grass turns from a vibrant green to golden hues, sunlight pouring over the land, the textures of the grass becoming more pronounced in the play of light and shadow.",
+      "In the distance, a herd of cattle grazes peacefully. Their figures become clearer as the camera moves closer, occasionally lifting their heads and gazing into the distance.",
+      "The scene shifts to a lakeshore, where the lake reflects the sky, grasslands, and distant mountains, the water clear and calm, with gentle ripples created by the breeze.",
+      "Finally, the camera pulls back, following the herd as they move off into the distance, the vastness of the grassland merging with the expansive sky, creating a feeling of peaceful openness."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts at a tranquil coastline, where the waves gently crash against the rocks, the salty sea breeze fills the air, and the atmosphere feels fresh and alive. As the camera moves forward, the surface of the water glistens with golden light from the setting sun, the sound of the waves becoming more distinct as the tide retreats, revealing a moist sandy shore. The scene shifts to the beach, where a few seagulls peck at the sand, occasionally flying up and breaking the stillness of the sky. The sun slowly sinks below the horizon, painting the sky in vibrant shades of orange and red, as the golden light on the water fades, and the waves begin to intensify. Finally, the camera pulls back, and the entire coastline fades into twilight, with the sea and sky blending together in a serene, solitary embrace.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts at a tranquil coastline, where the waves gently crash against the rocks, the salty sea breeze fills the air, and the atmosphere feels fresh and alive.",
+      "As the camera moves forward, the surface of the water glistens with golden light from the setting sun, the sound of the waves becoming more distinct as the tide retreats, revealing a moist sandy shore.",
+      "The scene shifts to the beach, where a few seagulls peck at the sand, occasionally flying up and breaking the stillness of the sky.",
+      "The sun slowly sinks below the horizon, painting the sky in vibrant shades of orange and red, as the golden light on the water fades, and the waves begin to intensify.",
+      "Finally, the camera pulls back, and the entire coastline fades into twilight, with the sea and sky blending together in a serene, solitary embrace."
+    ]
+  },
+  {
+    "prompt_en": "The camera moves through the vast expanse of the universe, where stars twinkle against the dark backdrop, the Milky Way arcing like a silver river across the sky. Nebulae slowly rotate in the distance, emitting an ethereal glow. The camera continues forward, entering a massive galaxy where stars and planets interlace. As the camera draws closer, a vast nebula unfolds, its clouds swirling in silent space, shades of purple and deep blue resembling a cosmic storm. Further in, a planet slowly spins in the void, its surface covered in molten volcanoes and frozen ice plains. A comet streaks across the sky, its brilliant tail illuminating the darkness. Finally, the camera pulls back, revealing the endless expanse of the universe, with galaxies suspended in the vast void between them.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera moves through the vast expanse of the universe, where stars twinkle against the dark backdrop.",
+      "The Milky Way arcing like a silver river across the sky.",
+      "Nebulae slowly rotate in the distance, emitting an ethereal glow.",
+      "A massive nebula unfolds, its clouds swirling in silent space, shades of purple and deep blue resembling a cosmic storm.",
+      "A planet slowly spins in the void, its surface covered in molten volcanoes and frozen ice plains. A comet streaks across the sky, its brilliant tail illuminating the darkness."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts with an aerial view of a vibrant sea of flowers, with multicolored tulips, cherry blossoms, wisteria, and daisies interwoven, creating a beautiful tapestry. The breeze rustles the petals, and the air is filled with the fresh scent of flowers. The camera moves to a woodland path, where towering trees stretch upwards, their new leaves just budding in the springtime. A few small birds flit from branch to branch, their cheerful calls echoing through the forest. Continuing forward, the scene shifts to a serene pond, its surface like glass, reflecting the surrounding trees and sky. A few dragonflies skim across the water, occasionally flying into the frame and landing on the lush grass nearby. The camera tilts upwards, revealing sunlight filtering through the treetops, casting warm rays on the forest floor, where the shadows of the trees dance across the earth.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts with an aerial view of a vibrant sea of flowers, with multicolored tulips, cherry blossoms, wisteria, and daisies interwoven, creating a beautiful tapestry.",
+      "The breeze rustles the petals, and the air is filled with the fresh scent of flowers.",
+      "The camera moves to a woodland path, where towering trees stretch upwards, their new leaves just budding in the springtime.",
+      "A few small birds flit from branch to branch, their cheerful calls echoing through the forest.",
+      "The camera shifts to a serene pond, its surface like glass, reflecting the surrounding trees and sky, while dragonflies skim the surface."
+    ]
+  },
+  {
+    "prompt_en": "The camera enters a golden autumn forest, where the leaves have turned brilliant shades from gold to orange-red. A few leaves drift down with the wind. Sunlight filters through the gaps in the trees, casting dappled spots of light on the forest floor. The scene shifts to a field outside the forest, where ripe rice stalks sway in the breeze, their golden heads bowing under the weight of the grain. A few wild rabbits dart between the rows, occasionally pausing to nibble on the grass. The camera moves again to a winding stream, its water crystal clear, with a few fallen leaves floating gently on the surface. A soft breeze ripples the water, creating subtle waves. Continuing onward, the scene shifts to a hillside, where the distant mountain range is bathed in the warm light of autumn, and a village can be seen nestled at the foot of the mountains, with smoke curling from chimneys.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera enters a golden autumn forest, where the leaves have turned brilliant shades from gold to orange-red.",
+      "A few leaves drift down with the wind, and sunlight filters through the gaps in the trees, casting dappled spots of light on the forest floor.",
+      "The scene shifts to a field outside the forest, where ripe rice stalks sway in the breeze, their golden heads bowing under the weight of the grain.",
+      "A few wild rabbits dart between the rows, occasionally pausing to nibble on the grass.",
+      "The camera shifts to a winding stream, its water crystal clear, with a few fallen leaves floating gently on the surface, creating subtle waves."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts with an aerial view of snow-capped mountains, their peaks gleaming with silver under the sunlight. Glaciers wind their way through the landscape, extending into the distance. A cold wind stirs the air, and snowflakes dance in the breeze, the ground sparkling as the snow reflects the intense light. The camera moves downward into a valley, where snow-covered trees stand silent and still, their branches heavy with frost. Moving forward, the camera arrives at a rushing glacial river, its waters tumbling over icy rocks, with chunks of ice floating along the surface. As the camera progresses, the distant mountain range disappears into the clouds, only the snow-capped peaks faintly visible through the mist. Finally, the camera pulls back, revealing the vastness of the snow-covered landscape, where the ice and sky merge into a frozen, serene vista.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts with an aerial view of snow-capped mountains, their peaks gleaming with silver under the sunlight.",
+      "Glaciers wind their way through the landscape, extending into the distance.",
+      "A cold wind stirs the air, and snowflakes dance in the breeze, the ground sparkling as the snow reflects the intense light.",
+      "The camera moves downward into a valley, where snow-covered trees stand silent and still, their branches heavy with frost.",
+      "The camera arrives at a rushing glacial river, its waters tumbling over icy rocks, with chunks of ice floating along the surface."
+    ]
+  },
+  {
+    "prompt_en": "The camera gently descends, passing through the layers of waves, entering the deep underwater world. The surrounding coral reefs are vibrant and colorful, with a variety of tropical fish darting between them, shimmering like a rainbow. The camera moves forward to reveal a graceful seahorse, slowly gliding through the seaweed, its tail gently swaying in harmony with its environment. Next, a few sea turtles swim across the frame, moving leisurely through the clear waters, gracefully passing over the corals and rocks. As the camera continues downward, rays of sunlight filter through the surface, casting dappled spots of light onto the ocean floor, illuminating the sand and drifting seaweed. The camera turns toward a school of small silver fish, darting in unison, moving swiftly through the seaweed and coral, like streaks of silver lightning. Finally, the camera delves deeper into a mysterious underwater cave, where the walls are covered in moss and the entrance reflects faint light. Starfish crawl slowly across the rocks, and the cave emanates a dark, enigmatic atmosphere.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera gently descends, passing through the layers of waves, entering the deep underwater world.",
+      "The surrounding coral reefs are vibrant and colorful, with a variety of tropical fish darting between them, shimmering like a rainbow.",
+      "The camera moves forward to reveal a graceful seahorse, slowly gliding through the seaweed, its tail gently swaying.",
+      "A few sea turtles swim across the frame, moving leisurely through the clear waters, gracefully passing over the corals and rocks.",
+      "The camera delves deeper into a mysterious underwater cave, where the walls are covered in moss and the entrance reflects faint light."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts with a high-altitude view of an endless ice plain, where the snow-covered land stretches out as far as the eye can see. The cold air gives everything a still, pristine quality. As the camera moves downward, the snow is marked with animal tracks, and a light breeze lifts tiny snowflakes into the air. As the camera progresses, the night sky grows clearer, and the stunning aurora borealis begins to dance across the heavens, with green, purple, and blue light bands weaving together in mesmerizing patterns. The camera follows the shifting aurora, where the lights contrast with the white snow, creating a magical and mysterious atmosphere. Finally, the camera pulls back, revealing the vast ice plains interspersed with the aurora, as the snow and lights mirror each other in a fantastical, dreamlike landscape.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts with a high-altitude view of an endless ice plain, where the snow-covered land stretches out as far as the eye can see.",
+      "The cold air gives everything a still, pristine quality, with animal tracks in the snow.",
+      "The night sky becomes clearer, and the aurora borealis begins to dance across the heavens in vibrant colors.",
+      "The camera follows the shifting aurora, contrasting with the white snow and creating a magical atmosphere.",
+      "The camera pulls back, revealing the vast ice plains interspersed with the aurora, as snow and lights mirror each other."
+    ]
+  },
+  {
+    "prompt_en": "The camera hovers above an active volcano, with smoke billowing from the summit, and flashes of fire erupting periodically. The camera moves closer, revealing the volcanic crater constantly spewing hot lava, which flows like fiery rivers, illuminating the surrounding black rocks. The camera shifts to the rolling lava flows down the mountain, which weave their way like red rivers, steam rising from the molten rock, and the air is thick with the scent of sulfur. The camera continues downward, focusing on fissures in the rocks, from which heat rises, and small pieces of lava occasionally break off, glowing brightly. The camera moves to the foot of the volcano, where the lava flows into a barren plain, creating a scorched surface devoid of life. Finally, the camera pulls back, showing the eruption in all its grandeur, with the lava contrasting sharply against the dark night sky, filling the scene with power and awe.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera hovers above an active volcano, with smoke billowing from the summit, and flashes of fire erupting periodically.",
+      "The volcanic crater constantly spews hot lava, which flows like fiery rivers, illuminating the black rocks.",
+      "The camera shifts to the rolling lava flows, steam rising from the molten rock, and the air thick with the scent of sulfur.",
+      "The camera focuses on fissures in the rocks, from which heat rises, and small pieces of lava occasionally break off, glowing brightly.",
+      "The camera moves to the foot of the volcano, where the lava flows into a barren plain, creating a scorched surface."
+    ]
+  },
+  {
+    "prompt_en": "The camera slowly descends into an ancient cave, where the rock walls are covered in moss and lichen. The air is damp, and water drips from the ceiling, creating a rhythmic sound. The camera shifts to reveal a massive stalactite hanging from the ceiling, sharp like a blade. The camera moves deeper into the cave, arriving at an underground lake, its deep blue waters reflecting the stalactites and stone columns. A few bats fly by, breaking the stillness of the lake's surface. Finally, the camera pulls back to reveal the vastness of the cave, with the lake, columns, and stalactites blending together to create a mysterious, dreamlike underground world.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera slowly descends into an ancient cave, where the rock walls are covered in moss and lichen.",
+      "Water drips from the ceiling, creating a rhythmic sound, and the air is damp.",
+      "A massive stalactite hangs from the ceiling, sharp like a blade.",
+      "The camera moves deeper into the cave, arriving at an underground lake, its deep blue waters reflecting the stalactites and stone columns.",
+      "Bats fly by, breaking the stillness of the lake's surface, as the camera pulls back to reveal the vast underground world."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins under a heavy blanket of clouds, with cold winds howling across the snow-covered plains. The world is blanketed in pure white snow, with distant mountains barely visible, obscured by swirling snow and ice. As the camera moves closer, it reveals lonely trees bent under the weight of snow, their branches laden with thick snow. The camera moves forward, capturing snowflakes swirling in the air, dancing like tiny white sprites. The camera shifts to a solitary wolf, its head low as it leaves long tracks in the snow, occasionally pausing to look around. The snowstorm intensifies as the camera continues forward, the snow and mist spreading, creating a biting cold that makes it nearly impossible to see the path ahead. Finally, the camera pulls back, revealing the vast expanse of the snow-covered plain, where only snow and storm remain, creating a desolate, endless wilderness.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins under a heavy blanket of clouds, with cold winds howling across the snow-covered plains.",
+      "The world is blanketed in pure white snow, with distant mountains barely visible, obscured by swirling snow and ice.",
+      "The camera reveals lonely trees bent under the weight of snow, their branches laden with thick snow.",
+      "The camera captures snowflakes swirling in the air, dancing like tiny white sprites.",
+      "The camera shifts to a solitary wolf, leaving long tracks in the snow, as the storm intensifies, and the path ahead becomes nearly impossible to see."
+    ]
+  },
+  {
+    "prompt_en": "The camera moves through a forest shrouded in morning mist, where sunlight filters through the haze, creating soft beams that illuminate the damp tree trunks and low-hanging branches. Ancient pines and oaks surround the scene, their branches intertwining as if they are guardians of the forest. As the camera moves forward, the ground is covered in thick fallen leaves, and a few deer quietly pass through, leaping over obstacles and disappearing into the mist. The camera continues, revealing a small stream winding through the roots of the trees, its clear waters glistening, while a few green frogs hop along the edges. The camera shifts upward to a group of small birds hopping on the treetops, chirping crisply, their sounds echoing through the quiet forest. Finally, the camera pulls back, showing the entire forest enveloped in mist, where trees and fog merge together in a serene, mysterious atmosphere.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera moves through a forest shrouded in morning mist, where sunlight filters through the haze, creating soft beams of light.",
+      "Ancient pines and oaks surround the scene, their branches intertwining like guardians of the forest.",
+      "The ground is covered in thick fallen leaves, with a few deer quietly passing through the mist.",
+      "A small stream winds through the roots of the trees, its clear waters shimmering, with green frogs hopping along the edges.",
+      "The camera shifts to small birds hopping on the treetops, chirping crisply, with their sounds echoing through the quiet forest."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins under the bright moonlight, casting its glow over a silent swamp, surrounded by darkness, with only the moonlight and the occasional flicker of fireflies illuminating the night. The camera slowly descends, revealing the mist drifting over the swamp, with the water's surface covered in floating lily pads and wet grass. Occasionally, a frog leaps into the water, creating faint ripples. As the camera moves forward, fireflies dance in the air, their tiny green lights twinkling like stars, adding life to the dark swamp. The camera shifts to the distant trees, where a few night birds fly past, their low calls echoing through the air. Finally, the camera pulls back, showing the entire swamp under the moonlight, with the water shimmering and fireflies continuing to flicker in the air, creating a mysterious, tranquil scene.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins under the bright moonlight, casting its glow over a silent swamp, surrounded by darkness.",
+      "The water's surface is covered in floating lily pads and wet grass, with occasional frogs leaping into the water.",
+      "Fireflies dance in the air, their green lights twinkling like stars, adding life to the swamp.",
+      "A few night birds fly past the trees, their low calls echoing through the air.",
+      "The camera pulls back, showing the entire swamp under the moonlight, with shimmering water and flickering fireflies."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts with an aerial view of a tropical island, surrounded by the deep blue sea, with the beach glowing golden in the morning light. As the camera moves downward, the fine white sand covers the beach, and a few seagulls fly gracefully in the sea breeze, calling melodically. The camera continues forward, capturing the gentle waves lapping the shore, their surfaces reflecting the golden sunlight. The water is crystal clear, with small fish darting beneath the surface. The camera shifts to a cluster of coconut trees, their leaves rustling in the wind, as a few monkeys playfully leap between the branches, their joyful calls filling the air. Finally, the camera pulls back to reveal the entire island, with the beach, coconut trees, and clear waters blending together to form a perfect tropical paradise.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts with an aerial view of a tropical island, surrounded by the deep blue sea, with the beach glowing golden in the morning light.",
+      "The fine white sand covers the beach, and a few seagulls fly gracefully in the sea breeze, calling melodically.",
+      "The gentle waves lap the shore, their surfaces reflecting the golden sunlight, with small fish swimming in the clear water.",
+      "The camera shifts to a cluster of coconut trees, their leaves rustling in the wind, as monkeys leap between the branches.",
+      "The camera pulls back, revealing the entire island, with the beach, coconut trees, and clear waters forming a tropical paradise."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins as the first rays of the morning sun rise from behind the mountain ridge, casting a warm glow over the snow-covered peaks. The camera slowly moves forward, revealing the golden reflection of the snow in the sunlight, as the entire world seems bathed in warmth. As the camera progresses, the outlines of surrounding mountains become clearer, with mist in the valleys slowly dissipating in the presence of the sun. The camera shifts to a patch of vibrant wildflowers on the slopes, their colors brightened by the sunlight, gently swaying in the breeze. The camera continues upward, capturing a few eagles soaring through the clear morning sky, their wings glistening in the sunlight. Finally, the camera pulls back, showcasing the entire majestic mountain range, bathed in the glow of the sunrise, with the world illuminated by its light.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The first rays of the morning sun rise from behind the mountain ridge, casting a warm glow over the snow-covered peaks.",
+      "The snow reflects the golden light, making the entire world feel warm and illuminated.",
+      "The outlines of surrounding mountains become clearer as mist in the valleys dissipates with the sun's arrival.",
+      "The camera shifts to vibrant wildflowers swaying gently in the breeze, their colors brightened by the sunlight.",
+      "A few eagles soar through the morning sky, their wings shining in the sunlight, as the camera pulls back to reveal the entire mountain range."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins with a high-altitude view of an ancient stone bridge spanning a clear river. The stones of the bridge are weathered by time, covered with moss. The camera moves downward, showing the clear water flowing beneath the bridge, with stones and water plants sparkling in the sunlight. As the camera moves forward, a few fallen leaves drift across the surface, gently carried by the current. The camera shifts to the bridge's edge, where a few ducklings are playfully swimming, splashing water with their little wings. The camera moves to one side of the bridge, capturing the reflection of a large tree, with its branches swaying gently in the water. Finally, the camera pulls back, revealing the entire scene, where the river flows serenely beneath the bridge, creating a tranquil atmosphere as if time stands still.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins with a high-altitude view of an ancient stone bridge spanning a clear river, with moss-covered stones.",
+      "The clear water flows beneath the bridge, with stones and water plants sparkling in the sunlight.",
+      "A few fallen leaves drift across the surface, gently carried by the current.",
+      "A few ducklings swim near the bridge, splashing water with their wings.",
+      "The camera captures the reflection of a large tree in the water, with branches swaying gently, as the camera pulls back to show the peaceful river and bridge."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins with a vast lavender field stretching into the distance, the purple flowers swaying like waves in the breeze. The sun rises behind distant hills, casting a warm glow over the field, outlining each lavender bloom with golden edges. As the camera moves forward, a few bees can be seen buzzing through the flowers, collecting nectar, their hum echoing in the quiet morning air. The camera continues, capturing a few butterflies dancing gracefully through the air, their wings glistening in the sunlight. The camera shifts toward the distant hills, where the outlines of the mountains become clearer in the morning light, with a thin mist hovering over the peaks, giving the scene a dreamlike quality. Finally, the camera pulls back, showing the entire lavender field blending with the hills, where the purple flowers, golden sunlight, and distant mountains form a tranquil and beautiful landscape.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins with a vast lavender field, the purple flowers swaying in the breeze.",
+      "The sun rises behind distant hills, casting a warm glow over the field and outlining each lavender bloom.",
+      "A few bees buzz through the flowers, collecting nectar, their hum echoing in the quiet morning air.",
+      "A few butterflies dance through the air, their wings glistening in the sunlight.",
+      "The camera shifts toward distant hills, where the mountains' outlines become clearer, with mist hovering over the peaks."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins with an aerial view of a modern city's skyline bathed in the golden light of sunset. The distant skyscrapers are outlined by the warm glow of the sun, with their glass facades reflecting the colors of the sky. As the camera moves downward, the streets below are illuminated by city lights, with traffic beginning to grow busier. The shadows of trees and buildings stretch long across the pavement as the sunlight fades and nightfall approaches. The camera shifts to a bridge, where the lights turn on, casting a glow across the river below, its surface sparkling with reflections of the bridge lights. The camera continues forward, capturing a few birds flying across the sky, leaving brief traces of their flight. Finally, the camera pulls back, revealing the entire city skyline, now bathed in the final twilight glow, as the city lights and the darkening sky blend together to form a magnificent urban landscape.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins with an aerial view of a modern city's skyline bathed in the golden light of sunset.",
+      "The distant skyscrapers are outlined by the warm glow of the sun, their glass facades reflecting the sky's colors.",
+      "The streets below are illuminated by city lights, with traffic growing busier as night approaches.",
+      "The camera shifts to a bridge, with its lights reflecting on the river below, creating a sparkling effect.",
+      "A few birds fly across the sky, leaving brief flight traces, as the camera pulls back to reveal the entire city skyline."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins with an aerial view of a deep canyon, its massive rock layers stacked along the sides in hues ranging from deep red to pale yellow, creating a strikingly layered scene. A stream winds through the canyon, its surface clear and reflective, mirroring the surrounding rocks and the blue sky. The camera moves downward, following the stream as it gently flows, with the sound of water softly echoing off the rocks. As the canyon narrows, the stream passes through gaps in the rocks, creating small ripples on the water's surface. The camera shifts toward the distant end of the canyon, where towering rock walls rise dramatically, reaching into the clouds. Sunlight filters through the top of the canyon, casting beams of light that interweave with the rock layers, creating long shadows. Finally, the camera pulls back, revealing the vast expanse of the canyon and its surrounding desert, with the tranquil depths of the canyon contrasting against the distant sky.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins with an aerial view of a deep canyon, its massive rock layers stacked in hues ranging from deep red to pale yellow.",
+      "A stream winds through the canyon, its clear surface reflecting the surrounding rocks and the blue sky.",
+      "The camera follows the stream, capturing the soft sound of water as it gently flows and strikes the rocks.",
+      "As the canyon narrows, the stream passes through gaps in the rocks, creating small ripples on the water's surface.",
+      "The camera shifts toward the distant canyon, where towering rock walls rise into the clouds, with sunlight filtering through and casting long shadows."
+    ]
+  },
+  {
+    "prompt_en": "The camera gradually moves closer, revealing a vast barren plain, with cracked brown earth scattered with small stones swept by the harsh winds. In the distance, an approaching storm darkens the horizon, its heavy clouds looming over the land. The setting sun breaks through the clouds, casting golden beams of light across the terrain. The camera moves downward, capturing the desolate ground with only the gusting winds and scattered dry grass. As the camera continues forward, the storm clouds advance, stirring up dust and forming a thin layer of sand haze over the plain. The camera shifts to the horizon, where the sun dips slightly behind the storm's edge, casting a dramatic interplay of golden light and dark clouds. Finally, the camera pulls back to reveal the entire barren plain, showcasing the stark contrast between the empty land and the encroaching storm, creating a tension-filled and expansive scene.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera gradually moves closer, revealing a vast barren plain with cracked brown earth and small stones swept by the wind.",
+      "In the distance, an approaching storm darkens the horizon, with heavy clouds looming over the land.",
+      "The setting sun breaks through the clouds, casting golden light across the terrain.",
+      "The camera captures the desolate ground, where gusts of wind stir up dust and dry grass.",
+      "The camera shifts to the horizon, where the sun dips behind the storm's edge, creating dramatic light and shadow as the camera pulls back to show the vast plain."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts at the edge of a deep cliff, where a crack runs through the rock, revealing the molten lava beneath, its orange glow flickering within the black stone. In the distance, a river of lava winds its way through the cracks, emitting a low rumbling sound. The surface of the lava pulses, occasionally sending chunks of rock tumbling into the flow, creating sparks. The camera moves downward, capturing the interplay between the lava river and the deep crevice, where firelight and shadow dance along the rock walls. As the camera pulls back, the entire crack and molten river reveal a powerful and terrifying natural landscape, with scorching air rippling through the atmosphere, creating a tense and formidable atmosphere.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts at the edge of a deep cliff, where a crack in the rock reveals molten lava glowing beneath the surface.",
+      "In the distance, a river of lava winds through the cracks, emitting a deep rumbling sound.",
+      "The lava surface pulses as chunks of rock occasionally fall into the molten flow, creating sparks.",
+      "The camera moves downward, capturing the interplay of lava and the deep crevice, where firelight and shadow contrast along the rock walls.",
+      "As the camera pulls back, the entire scene reveals a terrifying yet majestic landscape, with the air shimmering with heat."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins with a vast salt flat stretching endlessly, the ground covered in white crystalline salt, cracked and broken as if wounded. The dry earth shines under the sunlight, giving off a dazzling glow, creating a barren and lifeless scene. As the camera moves closer, the salt crystals shift slightly in the wind, and the air, thick with heat and salt, distorts the view. In the distance, the horizon merges with the sky, creating a sense of weightlessness, as if the salt flat has no end. The camera pulls back to reveal the entire expanse, with the cracked earth and shimmering salt crystals stretching far and wide, the emptiness invoking a deep sense of isolation and desolation.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins with a vast salt flat covered in white crystalline salt, with cracks scattered across the surface.",
+      "The dry earth reflects the sunlight, creating a dazzling and barren landscape.",
+      "The salt crystals shift slightly in the wind, and the air, thick with heat and salt, distorts the view.",
+      "In the distance, the horizon seems to merge with the sky, creating a sense of endlessness.",
+      "The camera pulls back to show the vast, empty expanse, filled only with cracked earth and shimmering salt."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts by showing a wet tidal flat, where fine sand and mud blend together, the tide slowly receding and leaving behind a glistening sheen on the surface. Occasional exposed rocks and scattered shells are visible as the water retreats. As the camera moves forward, more of the tidal flat is revealed, with salt layers forming unique patterns on the mud. The camera shifts toward the horizon, where the tide has receded significantly, leaving the flat illuminated by the golden light of the sun. The entire scene exudes a sense of calm and stillness, with the ongoing ebb and flow of the tide lending an air of mystery to the place.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts by showing a wet tidal flat, where fine sand and mud blend together as the tide recedes.",
+      "The surface of the flat glistens, with exposed rocks and scattered shells visible as the water pulls away.",
+      "As the camera moves forward, more of the tidal flat is revealed, with unique salt patterns forming on the mud.",
+      "The camera shifts toward the horizon, where the tide has receded significantly, leaving a golden glow on the flat.",
+      "The scene radiates calm and stillness, with the changing tide creating an air of mystery."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins to descend slowly, revealing a weathered canyon, where the cliffs' red and orange rock layers show the marks of years of erosion. The surface of the rocks is etched with intricate textures and cracks, with the sunlight casting shifting shadows that appear like nature's markings of time. As the camera moves downward, the canyon floor is covered with fine gravel and loose rocks, scattered here and there as remnants of the erosion process. As the camera continues to move forward, the canyon walls rise higher, eventually enclosing the scene in a towering, mysterious space filled with the power of nature and the marks of history.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins to descend slowly, revealing a weathered canyon with red and orange rock layers, showing signs of erosion.",
+      "The rocks' surface is etched with intricate textures and cracks, with sunlight casting shifting shadows.",
+      "The camera moves downward, showing the canyon floor covered with fine gravel and scattered rocks.",
+      "The camera continues forward, as the canyon walls grow taller, enclosing the scene in a towering space.",
+      "The entire canyon exudes a sense of power and history, filled with the traces of time and natural forces."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts at a distance, showing an abandoned city with empty streets, shattered glass windows in high-rise buildings, and winds blowing dust and discarded advertisements. The neon lights flicker on, casting a cold glow in the empty night sky. The camera moves downward, revealing the vacant streets, where puddles reflect the neon lights, and the wet pavement gives the city a desolate feel. Next, the camera moves into a dimly lit alley, where broken store signs and walls covered in graffiti and grime add to the sense of decay. The camera continues moving forward, capturing the faint creaking of an advertisement board swaying in the wind. As the camera shifts toward the horizon, a massive abandoned skyscraper looms, its once-glorious facade now faded, with dim blue light leaking from the broken elevator windows. Finally, the camera pulls back, showing the entire city in the dark of night, lifeless and abandoned, as if time has stopped here.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts at a distance, showing an abandoned city with empty streets and shattered windows in high-rise buildings.",
+      "The neon lights flicker on, casting a cold, empty glow over the deserted streets.",
+      "The camera moves into a dimly lit alley, with broken store signs and walls covered in graffiti.",
+      "The camera captures the faint creaking of an advertisement board swaying in the wind.",
+      "The camera shifts toward a massive abandoned skyscraper, and the entire city is revealed as dark and lifeless."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts from above, showing a desolate battlefield where broken weapons and shattered armor lie scattered across the ground. Deep craters mar the terrain, remnants of the fierce battles that once raged here. The setting sun breaks through dark clouds, casting a blood-red hue across the fallen stone pillars and ruined chariots. The camera moves forward, revealing an ancient stone fortress on the edge of the battlefield, its walls partially collapsed. The wind sweeps through the ruins, producing a low, eerie hum. The camera shifts to the scattered remains of the battlefield, with rusted weapons, broken swords, and abandoned shields half-buried in the earth, the air heavy and oppressive. In the distance, a burning wreckage smolders, with only smoke and ash left from the once-raging fires. Finally, the camera pulls back, showing the entire battlefield bathed in the crimson light of the setting sun, casting a melancholic and mysterious atmosphere over the scene.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts from above, showing a desolate battlefield with broken weapons and shattered armor scattered across the ground.",
+      "The setting sun breaks through dark clouds, casting a blood-red hue across the ruined terrain.",
+      "The camera reveals an ancient stone fortress at the edge of the battlefield, with collapsed walls and wind sweeping through the ruins.",
+      "The camera shifts to scattered weapons, broken swords, and abandoned shields half-buried in the earth, the air heavy and oppressive.",
+      "The camera pulls back to reveal the entire battlefield, bathed in the crimson light of the setting sun, with a melancholic atmosphere."
+    ]
+  },
+  {
+    "prompt_en": "The camera begins on a dimly lit street, where streetlights cast a faint glow, and the air is filled with the muted reflections of neon lights. The buildings on either side are weathered, with stained walls and shattered windows. The camera moves forward into a narrow alley, where the darkness at the end feels overwhelming, with broken signs and yellowed wallpaper, as if remnants of another time. The street is empty, with only the occasional wind blowing paper and leaves. As the camera moves deeper, the air grows heavier, and faint details appear in the shadows: old wires hanging from the walls and rusted doorframes swaying slightly. Finally, the camera pulls back, showing the entire street enveloped in stillness, with the flickering neon lights almost mocking the emptiness and desolation.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera begins on a dimly lit street, where streetlights cast a faint glow, and the air is filled with muted neon reflections.",
+      "The buildings on either side are weathered, with stained walls and shattered windows.",
+      "The camera moves into a narrow alley, where the darkness at the end feels overwhelming, with broken signs and yellowed wallpaper.",
+      "The street is empty, with only the occasional wind blowing paper and leaves, and the air grows heavier.",
+      "The camera pulls back, showing the entire street in stillness, with flickering neon lights mocking the desolation."
+    ]
+  },
+  {
+    "prompt_en": "The camera starts at a rusted metal gate, with peeling paint revealing dull metal underneath, giving a sense of decay and unease. The gate creaks open, and the camera moves into a dimly lit corridor, with cracked tiles on the floor and exposed concrete in places. The light at the far end of the hallway is faint, creating an eerie atmosphere. As the camera moves forward, bloodstains on the walls become evident, and the air smells of mold and decay. The camera enters a former patient room, where the bed is torn apart, broken curtains flutter, and through the shattered window, an abandoned courtyard can be seen. The camera moves with the wind, and a low, mournful moan fills the room, as if the restless souls of former patients are trapped inside. As the camera shifts to the doorway, the outside is engulfed in darkness, and the air grows heavier, with the sound of footsteps echoing down the hollow hallway, as though someone is silently following. Finally, the camera pulls back, showing the entire abandoned asylum being swallowed by darkness, leaving behind an oppressive feeling of isolation and suffocation.",
+    "dimension": [
+      "Complex_Landscape"
+    ],
+    "auxiliary_info": [
+      "The camera starts at the entrance of a decaying metal gate, peeling paint revealing rusty metal beneath, creating a sense of unease and abandonment.",
+      "The gate creaks open and the camera moves into a dim corridor, where cracked and broken tiles cover the floor, revealing patches of exposed concrete underneath.",
+      "Bloodstains smear the walls, and the stench of mold and rot fills the air, adding to the eerie atmosphere as the camera moves forward.",
+      "The camera enters an abandoned patient room, where torn bed sheets and fluttering curtains create an unsettling feeling, while a shattered window reveals the overgrown courtyard outside.",
+      "The camera pulls back from the room as the faint sound of footsteps echoes down the long, dark corridor, and the entire asylum is swallowed by an overwhelming darkness."
+    ]
+  },
+  {
+    "prompt_en": "The race began, and the first runner quickly took off, leading the other teams. Everyone was focused on his performance. During the baton handoff of the first runner, Team A made a slight mistake, and the baton nearly fell. Despite this, the runner quickly passed it to the second runner. The second runner showed great determination and chased hard, finally overtaking Team B on the bend. However, due to the earlier mistake, Team A's lead was not significant. During the third runner's handoff, the runner from Team A nervously accelerated and managed to maintain the lead, but Team C quickly caught up thanks to their excellent pace control. During the fourth runner's handoff, the final sprint became crucial. The Team A runner started to accelerate in the second-to-last turn and, with a burst of strength, successfully widened the gap, steadily running toward the finish line and winning the race.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The first runner from one team quickly took off, leading the race.",
+      "During the baton handoff, the runner from one team made a slight mistake, nearly dropping the baton.",
+      "The second runner from one team chased hard and overtook the runner from another team.",
+      "The runner from one team nervously accelerated during the third handoff to maintain the lead, but the runner from another team quickly caught up.",
+      "In the final sprint, the runner from one team accelerated in the second-to-last turn, widening the gap and winning the race."
+    ]
+  },
+  {
+    "prompt_en": "The match began, and Team A quickly organized an attack, breaking through Team B's defense with fast passes. The forward accurately kicked the ball into the goal, taking a 1-0 lead. Team B did not panic; they used a long pass to quickly counterattack. The forward calmly shot past the goalkeeper, and the ball went straight into the net, making it 1-1. At this point, the game entered a stalemate. Both teams' defenses were solid, and the match became a fierce battle. In the second half, Team A had a corner kick. The high ball delivered by the player was headed in by the center-back who jumped high, putting Team A in the lead at 2-1. In the final moments of the game, Team B got a penalty kick. The forward took the shot without hesitation, sending the ball into the net to make it 2-2. Finally, in the last moments of extra time, Team A used a quick counterattack and a long-range shot from outside the box flew straight into the corner, securing the win with a 3-2 score.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A player from one team quickly organized an attack, breaking through the defense of another team.",
+      "The forward from one team kicked the ball into the goal to take the lead.",
+      "A player from another team used a long pass to counterattack and equalize the score.",
+      "In the second half, one team scored from a corner kick to take the lead again.",
+      "In the final moments, a quick counterattack and long-range shot from one team secured the win."
+    ]
+  },
+  {
+    "prompt_en": "The race began, and all the runners sprinted quickly. The runner from Team A quickly took the lead. After a period of steady running, the runners from Team A and Team B gradually created a gap, almost running shoulder to shoulder. However, at the 25 km mark, the runner from Team A suddenly began to feel unwell, slowing down noticeably. The runner from Team B seized the opportunity and caught up, eventually overtaking Team A to take the lead at the 30 km mark. As the race entered the second half, the Team A runner gave it their all, regained their rhythm, and caught up with Team B at the 35 km mark. The two were neck and neck in the final sprint, and with only 200 meters remaining, the Team A runner pushed through with determination and accelerated to cross the finish line first by a narrow margin, winning the tough race.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The runner from one team quickly took the lead at the start of the race.",
+      "The runners from one team and another team created a gap, running shoulder to shoulder.",
+      "At the 25 km mark, the runner from one team began to feel unwell, allowing the runner from another team to catch up and overtake.",
+      "The runner from one team regained their rhythm and caught up with another team at the 35 km mark.",
+      "In the final sprint, the runner from one team pushed through with determination and won by a narrow margin."
+    ]
+  },
+  {
+    "prompt_en": "The race began, and the runners quickly started. The Team A runner took the lead initially due to a powerful start. However, the Team B runner did not rush to chase but instead steadily adjusted their pace, ensuring they had more energy for the latter part of the race. By the third lap, the Team A runner began to tire, and the Team B runner gradually reduced the gap, eventually overtaking Team A in the fourth lap. The Team C runner, meanwhile, began to accelerate, and in the last two laps, with strong willpower, they overtook Team B and moved into the lead. In the final sprint, the Team A runner gritted their teeth and tried to close the gap, but with only 50 meters left, the Team C runner exploded with speed, crossing the finish line with a clear lead and winning the race.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The runner from one team took the lead initially with a powerful start.",
+      "The runner from another team adjusted their pace, conserving energy for the latter part of the race.",
+      "The runner from another team gradually reduced the gap and overtook one team in the fourth lap.",
+      "The runner from yet another team accelerated and overtook the runner from another team, moving into the lead.",
+      "In the final sprint, the runner from yet another team exploded with speed and won the race."
+    ]
+  },
+  {
+    "prompt_en": "The match began, and Team A quickly found their rhythm. A series of fast attacks put pressure on Team B\u2019s defense. Team A's forward made two three-pointers, quickly increasing the lead. After the first quarter, Team B adjusted their tactics, strengthened their defense, and gradually started to counterattack, narrowing the gap. In the third quarter, Team A\u2019s key player was injured and forced to leave the game. Team B took advantage of this by speeding up their attacks, overtaking the score. In the fourth quarter, Team A's bench players caught up with a series of fast breaks, and in the final moments, a player from Team A calmly made a game-winning three-pointer from beyond the arc, securing a narrow 1-point victory.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A player from one team initiated a series of fast attacks, putting pressure on the defense.",
+      "The forward from one team made two three-pointers, increasing their lead.",
+      "A player from another team adjusted tactics and began to counterattack, narrowing the gap.",
+      "With one team's key player injured, a player from another team sped up their attacks and overtook the score.",
+      "In the final moments, a player from one team made a calm three-pointer to win by 1 point."
+    ]
+  },
+  {
+    "prompt_en": "The match began, and Team A quickly gained the upper hand with several precise kills, taking a 11-6 lead. The Team B player stayed calm and gradually adjusted, finding ways to respond. In the second set, Team B improved their serving quality, scoring several powerful smashes to win a set, leveling the score at 1-1. In the deciding set, the Team A player showed signs of fatigue, but with precise net control and quick reflexes, they pulled ahead. In the crucial final point, a lightning-fast smash left Team B with no chance to return, and Team A won the match 21-19.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A player from one team gained the upper hand with several precise kills.",
+      "A player from another team stayed calm and gradually adjusted their tactics.",
+      "A player from another team improved their serve and scored several smashes to win a set.",
+      "A player from one team showed signs of fatigue but pulled ahead with net control and quick reflexes.",
+      "In the final point, a lightning-fast smash secured the win for one team."
+    ]
+  },
+  {
+    "prompt_en": "The match started, and Team A quickly scored points with a series of high-quality serves, taking the lead early on. Team B kept up the pressure in the first set but was unable to break through Team A's defense and blocks. As the match progressed into the second set, Team B found their rhythm, especially during the serving phase, scoring several points in a row and tying the score. In the third set, both sides fought fiercely, but a crucial smash by Team A stabilized the game, and they won 25-23, leading 2-1 going into the final set. In the final set, Team A\u2019s smooth coordination and solid defense pressed Team B\u2019s attacks. Team A won the final set 15-12.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A player from one team scored several high-quality serves, gaining an early lead.",
+      "A player from another team applied pressure but couldn't break through one team's defense.",
+      "A player from another team found their rhythm and tied the score during the serving phase.",
+      "A player from one team made a crucial smash to stabilize the game in the third set.",
+      "In the final set, one team's smooth coordination and defense secured the win."
+    ]
+  },
+  {
+    "prompt_en": "The race began, and Team A quickly took the lead, securing the front position. Throughout the race, Team B kept pushing, gradually closing the gap on Team A, especially on the downhill segment. In the next uphill section, the Team C runner displayed strong endurance and stamina, overtaking both Team A and Team B in a few short kilometers, taking the lead. As the race entered its final stage, Team B increased their speed, but Team C maintained a steady pace and continued to lead. At the finish line, Team C sprinted to victory with a clear advantage.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The runner from one team quickly took the lead and secured the front position.",
+      "The runner from another team gradually closed the gap, especially on the downhill segment.",
+      "The runner from another team displayed strong endurance and overtook both competitors.",
+      "The runner from another team increased their speed but couldn't catch up with one team.",
+      "The runner from one team sprinted to victory with a clear advantage."
+    ]
+  },
+  {
+    "prompt_en": "A brave young girl set off on an adventure to find five ancient artifacts. First, she crossed the desolate desert, finding the endless water bottle with the help of a giant desert turtle. Next, she went to the ancient library, solved the guardian spirit\u2019s riddle, and obtained the book of eternity. She entered the mysterious forest, fought against a giant beast, and earned the heart of the forest. She then climbed the dangerous lightning mountains, passed the god of lightning's trials, and obtained the lightning staff. Lastly, she ventured into the deep underground caves, defeated the underworld guards, and obtained the stone of life. The girl combined all five artifacts, defeated the dark sorcerer, and saved the world.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The girl found the endless water bottle in the desert with the help of the desert turtle.",
+      "The girl solved the guardian spirit\u2019s riddle in the ancient library and obtained the book.",
+      "The girl defeated a giant beast in the mysterious forest and earned the heart of the forest.",
+      "The girl passed the trials of the god of lightning and obtained the lightning staff.",
+      "The girl defeated the underworld guards and obtained the stone of life to save the world."
+    ]
+  },
+  {
+    "prompt_en": "A young mage apprentice at the magic academy was given the task of finding five ancient runes. First, he traveled to the land of fire, using the power of the runes to ignite the eternal fire, obtaining the fire rune. Next, he submerged into an ice-covered lake and faced the ice witch\u2019s challenge, earning the water rune. He then entered the ancient forest and found a mysterious elf guardian, obtaining the wood rune. Afterward, he crossed the desert, solved the riddle of the sandstorm, and earned the wind rune. Lastly, he entered the tower of light, passed multiple trials, and obtained the light rune. The apprentice combined the five runes, became a master of magic, and protected the entire kingdom.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young mage apprentice traveled to the land of fire and ignited the eternal fire, earning the fire rune.",
+      "He submerged into an ice-covered lake, facing the ice witch\u2019s challenge and earning the water rune.",
+      "In the ancient forest, he encountered a mysterious elf guardian and obtained the wood rune.",
+      "He crossed the desert, solved the riddle of the sandstorm, and earned the wind rune.",
+      "Finally, he entered the tower of light, passed multiple trials, and obtained the light rune."
+    ]
+  },
+  {
+    "prompt_en": "Five brave warriors were summoned to face the awakening dark demon king. The first warrior embarked on a journey to find the sword of courage, defeating the dark knight in a shadowy cave and obtaining the legendary sword. The second warrior arrived at the moonlight forest and, under the full moon, battled the lost phantom elf to earn the soul bow. The third warrior went to the thunder mountains, fought the thunder giant, and gained the thunder hammer. The fourth warrior solved an ancient riddle in a desert temple and obtained the desert shield. Finally, the fifth warrior underwent a spiritual baptism in a sacred land and obtained the light amulet. The five warriors combined the five legendary artifacts, defeated the dark demon king, and saved the world.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The first warrior traveled to a shadowy cave and defeated the dark knight to obtain the sword of courage.",
+      "The second warrior entered the moonlight forest and battled the lost phantom elf to earn the soul bow.",
+      "The third warrior journeyed to the thunder mountains and fought the thunder giant to gain the thunder hammer.",
+      "The fourth warrior solved an ancient riddle in a desert temple to obtain the desert shield.",
+      "The fifth warrior underwent a spiritual baptism and obtained the light amulet."
+    ]
+  },
+  {
+    "prompt_en": "In an ancient magical kingdom, a young sorcerer was assigned the task of finding five legendary magic crystals. First, he arrived at a volcano, defeated the volcanic beast, and earned the flame crystal. He then traveled to the distant snow kingdom, using wisdom and courage to earn the snow crystal. Next, he entered the celestial tower, solved the starry riddle, and obtained the star crystal. The fourth stop took him to a mysterious forest, where he rescued a trapped elf and obtained the life crystal. Finally, he crossed the desert, enduring harsh conditions to earn the earth crystal. The sorcerer combined all five crystals, awakened the kingdom's magical power, and restored peace and prosperity.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young sorcerer defeated the volcanic beast at a volcano to earn the flame crystal.",
+      "He traveled to the snow kingdom and used wisdom and courage to earn the snow crystal.",
+      "He entered the celestial tower, solved the starry riddle, and obtained the star crystal.",
+      "In a mysterious forest, he rescued a trapped elf to earn the life crystal.",
+      "He crossed the desert and endured harsh conditions to earn the earth crystal."
+    ]
+  },
+  {
+    "prompt_en": "A young adventurer set off in search of five mysterious trial towers. He first arrived at the fire tower, solved the riddle of the fire giant, and earned the flame symbol. He then crossed the icy lands, faced the ice queen, and earned the frost symbol. Next, he entered an ancient temple, defeated the necromancer, and obtained the soul symbol. He then ventured into the thunder mountain range, underwent the lightning god's trial, and earned the thunder symbol. Finally, he reached the tower of light, faced the mysterious celestial being, and earned the light symbol. The adventurer combined the five symbols, uncovered a hidden world, and restored the lost glory.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The adventurer arrived at the fire tower, solved the riddle of the fire giant, and earned the flame symbol.",
+      "He crossed the icy lands, faced the ice queen, and earned the frost symbol.",
+      "He entered an ancient temple, defeated the necromancer, and obtained the soul symbol.",
+      "He ventured into the thunder mountain range, underwent the lightning god's trial, and earned the thunder symbol.",
+      "He reached the tower of light, faced the celestial being, and earned the light symbol."
+    ]
+  },
+  {
+    "prompt_en": "A young hero was chosen to open the five gates of the realms. First, he arrived at the realm of fire, using wisdom and courage to earn the fire key. He then crossed the ocean, solved the sea god's riddle, and obtained the ocean key. Next, he entered the realm of the forest, harnessed the power of nature, and obtained the forest key. Afterward, he traveled through the desert realm, defeated desert monsters, and earned the desert key. Finally, he entered the sky realm, using strength and strategy to obtain the sky key. The hero combined all five keys, opened the five gates of the realms, gained the world's power, and defeated the evil dark force.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The hero arrived at the realm of fire and earned the fire key using wisdom and courage.",
+      "He crossed the ocean, solved the sea god's riddle, and obtained the ocean key.",
+      "He entered the realm of the forest, harnessed nature's power, and obtained the forest key.",
+      "He traveled through the desert realm, defeated desert monsters, and earned the desert key.",
+      "He entered the sky realm, used strength and strategy, and obtained the sky key."
+    ]
+  },
+  {
+    "prompt_en": "In a distant kingdom, there was an ancient legend about the power of five stars. The first adventurer entered the sky mountains and found the star of Mars. Next, he crossed the snowy plains and discovered the star of Mercury. He then ventured into the shadowy forest and obtained the star of Jupiter. The fourth stop took him to the thunder valley, where he found the star of Saturn. Finally, he arrived at the island of light, where he found the star of Venus. The adventurer combined all five stars, solved the ancient riddle, and restored the kingdom's glory and peace.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The adventurer entered the sky mountains and found the star of Mars.",
+      "He crossed the snowy plains and discovered the star of Mercury.",
+      "He ventured into the shadowy forest and obtained the star of Jupiter.",
+      "He traveled to the thunder valley and found the star of Saturn.",
+      "Finally, he arrived at the island of light and found the star of Venus."
+    ]
+  },
+  {
+    "prompt_en": "A little girl received a mysterious gift\u2014the ancient time key. She used the key to open a sealed door and entered the time house. On the first day, she found a room filled with books, each with a different story. On the second day, she was taken to an ancient kitchen filled with strange smells, where a kind witch taught her how to make magic cookies that could change the past. On the third day, she found a mirror where her reflection looked completely different, even unrecognizable. On the fourth day, she planted a seed in the secret garden of the time house, and miraculously, it grew into a huge tree overnight. Finally, she discovered that she had always been living in a world unaffected by time, and the time house was her true home.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The little girl received the ancient time key and opened a sealed door into the time house.",
+      "On the first day, she found a room filled with books, each telling a different story.",
+      "On the second day, she visited an ancient kitchen and learned to make magic cookies from a kind witch.",
+      "On the third day, she found a mirror where her reflection looked completely different.",
+      "On the fourth day, she planted a seed in the secret garden, which grew into a huge tree overnight."
+    ]
+  },
+  {
+    "prompt_en": "A young girl walked under the moonlight every night, until one night, she met an invisible friend. On the first night, she felt a warm breeze and heard whispers in her ear. On the second night, she noticed shiny footprints on the ground, glowing softly under the moonlight. On the third night, the footprints led her to a mysterious lake with crystal-clear water. On the fourth night, a golden fox appeared in the lake and told her that only by crossing the water could she find her destiny. On the fifth night, she made a decision and jumped into the lake. The water surface became clear like a mirror, and she saw an image of her future\u2014she had always been the guardian of the moonlight.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "On the first night, the young girl felt a warm breeze and heard whispers.",
+      "On the second night, she saw glowing footprints in the moonlight.",
+      "On the third night, the footprints led her to a mysterious lake with crystal-clear water.",
+      "On the fourth night, a golden fox told her to cross the lake to find her destiny.",
+      "On the fifth night, she jumped into the lake and saw her future reflected in the water."
+    ]
+  },
+  {
+    "prompt_en": "A young girl with extraordinary musical talent has never been able to produce a sound. On the first day, she hears an old man playing ancient tunes in the market, feeling her soul deeply moved. The next day, the old man gives her a silver flute and tells her that it will allow her to express the voice deep within her. On the third day, she sits by a stream playing the flute, and the notes flow like water, causing the flowers around her to bloom. On the fourth day, she feels a strange power as her music seems to change people\u2019s emotions, calming them down. On the fifth day, when she plays the final tune, she herself emits a sound, realizing that she has always sung with her soul, and the notes were her true language.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young girl hears an old man playing ancient tunes in the market, and her soul is deeply moved.",
+      "The old man gives her a silver flute, telling her it will allow her to express her inner voice.",
+      "She sits by a stream playing the flute, and the notes flow like water, causing the flowers to bloom.",
+      "Her music starts to change people's emotions, calming them down.",
+      "When she plays the final tune, she herself emits a sound, realizing her soul's true language."
+    ]
+  },
+  {
+    "prompt_en": "In an ancient city, a young painter always looks out of the glass window of his studio at the street. On the first day, he notices a figure who appears at a specific time at the street corner, mysterious yet familiar. The next day, he paints the figure and, upon closer inspection, realizes he has seen her in his dreams. On the third day, the painting begins to come to life, and the girl in the painting suddenly starts moving and disappears in the blink of an eye. On the fourth day, the painter finds the girl\u2019s trace in the street but discovers she seems to never have existed. On the fifth day, the painter realizes that the girl in his painting was actually his unfulfilled dream, and to move forward, he must learn to let go.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young painter notices a mysterious figure who appears at a specific time in the street.",
+      "He paints the figure and realizes she resembles someone from his dreams.",
+      "The painting comes to life, and the girl in it disappears suddenly.",
+      "He finds her trace in the street, but discovers she seems not to have existed.",
+      "The painter realizes the girl was his unfulfilled dream, and to move forward, he must let go."
+    ]
+  },
+  {
+    "prompt_en": "A young boy receives a letter from the future, saying that he will discover a secret that will change the world. On the first day, he finds a dusty book filled with unknown symbols. The next day, he finds a map in the book, guiding him to an abandoned castle. On the third day, he enters the castle and finds a closed room containing an ancient clock. On the fourth day, he follows the clock\u2019s instructions, activates a mechanism, and the second hand of the clock begins to turn backward. On the fifth day, he realizes that the secret of the world does not lie in the outside world, but in how he perceives his past and future. This secret allows him to live in the present without being bound by time.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young boy receives a letter from the future about a world-changing secret.",
+      "He finds a dusty book with unknown symbols and a map guiding him to an abandoned castle.",
+      "He enters the castle and finds a closed room with an ancient clock.",
+      "He activates the clock\u2019s mechanism, and the second hand begins to turn backward.",
+      "The boy realizes the secret lies in his perception of time, allowing him to live freely in the present."
+    ]
+  },
+  {
+    "prompt_en": "A man lives alone in a remote cabin, day after day, year after year. On the first day, he notices that the view outside his window seems unchanged, with snow still covering the ground. On the second day, he starts to realize that the seasons outside do not pass with time, as spring, summer, autumn, and winter all seem to cycle endlessly. On the third day, he realizes he is trapped in a time loop, unable to escape. On the fourth day, he tries to break free but finds that with every seasonal change, new challenges arise. On the fifth day, he understands that the cycle itself is a test, and only by fully accepting it can he find a way to escape, ending the endless seasons.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The man lives alone in a remote cabin, noticing the unchanged view outside.",
+      "He realizes that the seasons outside do not pass, cycling endlessly.",
+      "He realizes he's trapped in a time loop and cannot escape.",
+      "He tries to break free but faces new challenges with each seasonal change.",
+      "He understands that only by accepting the cycle can he find a way to escape."
+    ]
+  },
+  {
+    "prompt_en": "A young artist is invited to a remote town to work on restoring life to an ancient sculpture. On the first day, he discovers that the sculpture is covered in the marks of time, seeming to have lost its original form. The next day, he begins cleaning the sculpture, surprised to find that it slowly starts to change shape. On the third day, the sculpture suddenly transforms from a stone figure into a living person who resembles the artist\u2019s family. On the fourth day, the sculpture is fully restored to life, but has no memory. On the fifth day, the artist finally realizes that the sculpture is a lost memory, and restoring it means confronting his own unresolved inner struggles.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young artist discovers the sculpture covered in the marks of time, losing its form.",
+      "He begins cleaning the sculpture, finding it slowly changing shape.",
+      "The sculpture transforms into a living person resembling the artist's family.",
+      "The sculpture is restored to life but has no memory.",
+      "The artist realizes the sculpture represents a lost memory and confronting it will resolve his inner struggles."
+    ]
+  },
+  {
+    "prompt_en": "A child sees a lonely tree every day in a park near his school, always appearing to be alone. On the first day, the child stops under the tree, gently touching its bark, feeling a warm energy. On the second day, he notices some small animals he has never seen before dancing around the tree. On the third day, the tree suddenly begins to bloom, with unusually beautiful flowers that attract many people. On the fourth day, the petals fall, emitting a strange fragrance, and the air around becomes fresh. On the fifth day, the child understands that the tree was never lonely; it had always been waiting for someone who could understand it, and he was the one who became its guardian.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The child stops under the lonely tree and feels a warm energy.",
+      "He notices small animals dancing around the tree.",
+      "The tree begins to bloom with beautiful flowers that attract many people.",
+      "The petals fall, emitting a fragrance that refreshes the air.",
+      "The child realizes the tree was waiting for someone who could understand it, and he becomes its guardian."
+    ]
+  },
+  {
+    "prompt_en": "Little Red Riding Hood brings food to visit her sick grandmother and encounters a cunning wolf along the way. The wolf pretends not to know her and guides her down a longer path. Along the way, she discovers an ancient tree hollow in a dark forest, where she finds letters from her grandmother\u2019s younger days, mentioning secrets of the forest. She continues her journey and finds the wolf already at her grandmother\u2019s house, disguised as her grandmother. Realizing the wolf\u2019s deception, she hides the letters she found in the tree hollow. Eventually, Little Red Riding Hood uses the clues from the letters to expose the wolf\u2019s lies, save her grandmother, and uncover the mysterious history of the forest.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Little Red Riding Hood encounters the cunning wolf, who guides her down a longer path.",
+      "Along the way, she finds an ancient tree hollow with letters from her grandmother\u2019s younger days.",
+      "She discovers the wolf disguised as her grandmother at her house.",
+      "Realizing the wolf\u2019s deception, she hides the letters she found in the tree hollow.",
+      "She uses the letters to expose the wolf\u2019s lies, save her grandmother, and uncover the forest's secrets."
+    ]
+  },
+  {
+    "prompt_en": "The three little pigs decide to build their own houses. The eldest pig chooses straw, the second pig uses wood, and the youngest pig carefully selects bricks to build a sturdy home. When the big bad wolf appears, he easily blows down the straw and wood houses, but the brick house resists the wolf\u2019s attack. However, the wolf doesn\u2019t give up and tries to enter the brick house through the chimney. In the end, the little pig cleverly sets a trap with the stove and drives the wolf away. With the wolf gone, the three little pigs finally realize that patience and effort are the true secrets to building a home.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The three little pigs each build a house: straw, wood, and brick.",
+      "The wolf blows down the straw and wood houses but fails to destroy the brick house.",
+      "The wolf tries to enter the brick house through the chimney.",
+      "The little pig sets a trap with the stove to drive the wolf away.",
+      "The three little pigs realize that patience and effort are the true secrets to building a home."
+    ]
+  },
+  {
+    "prompt_en": "Sleeping Beauty was cursed by an evil witch from the moment of her birth. The witch prophesied that on her sixteenth birthday, she would prick her finger and fall into an eternal sleep. To break the curse, the king and queen invited all the fairies, except for one forgotten good fairy who had not been invited. Quietly, she cast a gentle spell to lessen the curse\u2019s power. On her sixteenth birthday, Sleeping Beauty indeed pricked her finger at a ball and fell into a deep slumber. After centuries of waiting, a handsome prince finally found her and awoke her with a kiss, breaking the evil witch\u2019s curse. In the end, Sleeping Beauty and the prince lived happily ever after, and the kingdom was restored to peace and prosperity.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The evil witch curses Sleeping Beauty to prick her finger and fall into an eternal sleep on her sixteenth birthday.",
+      "The king and queen invite all fairies, except one, who casts a gentler spell to lessen the curse.",
+      "On her sixteenth birthday, Sleeping Beauty pricks her finger and falls into a deep slumber.",
+      "After centuries of waiting, a prince finds her and awakens her with a kiss, breaking the curse.",
+      "Sleeping Beauty and the prince live happily ever after, and peace is restored to the kingdom."
+    ]
+  },
+  {
+    "prompt_en": "On a distant island, a pirate captain told his crew about a legendary treasure hidden in the wreck of a sunken ship deep in the sea. On the first day, the crew found an old map. On the second day, they sailed through a storm but discovered that the location on the map had become unclear. On the third day, they dived into the sea and found the wreckage of the sunken ship. On the fourth day, the crew found a locked chest inside the wreck. After much struggle, they finally opened the chest. On the fifth day, the crew discovered that the treasure inside wasn\u2019t just gold and jewels; it also contained the pirate captain\u2019s final wish, leading them to decide to abandon the riches and search for their true life\u2019s purpose.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The pirate captain tells his crew about a legendary treasure hidden in the wreck of a sunken ship.",
+      "The crew finds an old map, and they sail through a storm to find the treasure, but the map is unclear.",
+      "They dive into the sea and find the wreckage of the sunken ship.",
+      "The crew finds a locked chest inside the wreck and struggles to open it.",
+      "Inside the chest, the crew discovers the pirate captain\u2019s final wish and decides to abandon the treasure in search of their true purpose."
+    ]
+  },
+  {
+    "prompt_en": "Snow White was driven into the forest by the evil queen who was jealous of her beauty. In the forest, Snow White met seven kind dwarfs who offered her shelter. However, the evil queen disguised herself as an old woman and gave Snow White a poisoned apple. After biting the apple, Snow White fell into a deep sleep. At that moment, a prince heard of her plight and came to save her. He kissed her, breaking the spell. After Snow White regained consciousness, she decided to take revenge on the queen. She, along with the prince and the dwarfs, returned to the palace and overthrew the evil queen, restoring peace to the kingdom.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Snow White is driven into the forest by the jealous queen, where she meets seven kind dwarfs who offer shelter.",
+      "The evil queen disguises herself as an old woman and gives Snow White a poisoned apple.",
+      "Snow White falls into a deep sleep after biting the apple.",
+      "A prince hears of Snow White\u2019s plight and awakens her with a kiss.",
+      "Snow White, with the prince and dwarfs, takes revenge on the queen and restores peace to the kingdom."
+    ]
+  },
+  {
+    "prompt_en": "The Ugly Duckling was born into a warm family of ducks but was rejected by the other ducklings because of its different appearance. It decided to leave home and set off on a journey to find its true place. Along the way, the ugly duckling faced many difficulties, feeling lonely and sad. After enduring a cold winter, it discovered in the spring that it had transformed into a beautiful swan. The ugly duckling finally found its true home and soared with other swans, becoming the most striking one. It realized that one should never be defined by the opinions of others but should instead trust in the beauty within oneself.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The ugly duckling is rejected by other ducklings because of its different appearance and decides to leave home.",
+      "The ugly duckling faces many difficulties and feels lonely on its journey.",
+      "After enduring a cold winter, the ugly duckling transforms into a beautiful swan in spring.",
+      "The ugly duckling finds its true home and soars with other swans, becoming the most striking one.",
+      "It realizes that beauty lies within and should never be defined by others\u2019 opinions."
+    ]
+  },
+  {
+    "prompt_en": "Cinderella\u2019s stepmother and stepsisters made her do all the household chores, and she had to endure their mistreatment. One day, her fairy godmother appeared and gave her a beautiful gown and a pair of glass slippers, helping her attend the royal ball. At the ball, she met the prince, and they fell in love at first sight. But when the clock struck midnight, Cinderella rushed away, leaving behind a glass slipper. The prince searched the kingdom and finally found her by the slipper she left behind. However, when Cinderella put the glass slipper back on, she decided that she would no longer endure her stepmother\u2019s cruelty. In the end, she and the prince changed their fate, and she began to fight for her freedom and rights.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Cinderella is mistreated by her stepmother and stepsisters, doing all the household chores.",
+      "Her fairy godmother appears and gives her a beautiful gown and glass slippers to attend the royal ball.",
+      "At the ball, Cinderella meets the prince and they fall in love, but she must leave before midnight.",
+      "The prince searches the kingdom and finds Cinderella by the glass slipper she left behind.",
+      "Cinderella decides to change her fate, no longer enduring cruelty, and begins fighting for her freedom and rights."
+    ]
+  },
+  {
+    "prompt_en": "In a small town, there were constant rumors about a forest ghost, and the townspeople were afraid to go out at night. One day, a young girl decided to uncover the secret. She entered the forest and encountered the mysterious ghost, who revealed that she had once been a princess in an ancient kingdom, cursed by a wizard, and trapped in the forest. The girl decided to help the ghost break the curse, and after an adventure, she found the wizard\u2019s ancient relic and used its power to release the ghost. The ghost regained her original form and became the girl\u2019s friend. Over time, the townspeople no longer feared the forest and began to learn its true story.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The town is haunted by rumors of a forest ghost, and the townspeople are afraid to go out at night.",
+      "A young girl decides to uncover the secret and enters the forest to find the ghost.",
+      "The ghost reveals she was a princess cursed by a wizard and trapped in the forest.",
+      "The girl helps the ghost break the curse by finding the wizard\u2019s ancient relic and using its power.",
+      "The ghost regains her original form and becomes the girl\u2019s friend, and the townspeople learn the true story."
+    ]
+  },
+  {
+    "prompt_en": "A young female warrior, after her family was invaded by a foreign kingdom, set off to find a mysterious treasure to save her family. Her journey was filled with challenges, from crossing dangerous swamps to climbing tall mountains. Eventually, she found the guarded treasure, which emitted a mysterious glow and gave its bearer immense power. She returned home with the treasure but realized that power alone could not truly change fate. She chose to forgo the treasure and instead used her wisdom and courage to unite various forces, eventually defeating the enemy and restoring her family\u2019s honor.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The young female warrior sets off to find a treasure to save her family after an invasion.",
+      "She faces challenges, from crossing dangerous swamps to climbing tall mountains.",
+      "She finds the guarded treasure, which gives its bearer immense power.",
+      "She returns home but realizes that power alone cannot change fate.",
+      "She unites various forces with wisdom and courage, defeating the enemy and restoring her family\u2019s honor."
+    ]
+  },
+  {
+    "prompt_en": "In a kingdom shrouded by dark magic, a prince and a princess discovered the source of the black magic during an accidental encounter. The prince decided to search for the sacred relic that could break the curse of the dark magic, while the princess used her wisdom to solve the ancient riddle in the relic. Through their combined efforts, they faced many trials and finally found the key to sealing the dark magic. Together, they broke the dark magic\u2019s hold, and the kingdom was restored to light.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The prince and princess discover the source of the dark magic in their kingdom.",
+      "The prince searches for a sacred relic to break the curse of the dark magic.",
+      "The princess solves the ancient riddle in the relic using her wisdom.",
+      "Together, they face many trials and find the key to sealing the dark magic.",
+      "They break the dark magic\u2019s hold, restoring the kingdom to light."
+    ]
+  },
+  {
+    "prompt_en": "In a distant village, there were legends about a temple and ghosts. The villagers were afraid to go out at night, believing that evil forces were sealed within the temple. A young archaeologist decided to unravel these mysteries. Deep within the temple, he discovered an ancient scroll that revealed the true identity of the ghosts\u2014they were once guardian deities of the temple, sealed due to a rebellion. As the truth was revealed, the archaeologist found the key to the seal, restoring the ghosts\u2019 powers. However, they were no longer evil; instead, they became protectors, guarding the temple from any harm.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The villagers are afraid of a temple sealed with evil forces, and legends of ghosts surround it.",
+      "A young archaeologist sets out to uncover the truth behind the ghosts and the temple.",
+      "He discovers an ancient scroll revealing that the ghosts were once guardian deities sealed after a rebellion.",
+      "The archaeologist finds the key to the seal and restores the ghosts' powers.",
+      "The ghosts, now protectors, guard the temple from harm instead of being evil."
+    ]
+  },
+  {
+    "prompt_en": "On an island surrounded by volcanoes, there was a legend about the Volcano God. The legend said that the volcano contained an immortal power, and every generation of island guardians must undergo a trial to gain the god\u2019s power. A young guardian decided to accept the challenge and climbed the volcano. In the deepest part of the volcano, he faced a life-or-death decision. In the end, using his courage and wisdom, he defeated the mysterious enemy within the volcano and gained the god\u2019s power, successfully protecting the island.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A legend on an island tells of the Volcano God and a trial to gain the god\u2019s power.",
+      "A young guardian decides to accept the challenge and climbs the volcano.",
+      "In the deepest part of the volcano, he faces a life-or-death decision.",
+      "Using his courage and wisdom, the guardian defeats the mysterious enemy within the volcano.",
+      "The guardian gains the god\u2019s power and successfully protects the island."
+    ]
+  },
+  {
+    "prompt_en": "There was an ancient maze that was said to grant endless wealth to whoever could successfully escape it. To uncover the mystery of his missing father, a young adventurer named Allen decided to enter the maze. On the first level, he met a mysterious cat that told him the maze had five levels, each testing one\u2019s wisdom and courage. Allen successfully passed the first two levels, but on the third level, he encountered an illusion of himself and lost his way. After an awakening moment, he overcame the illusion and successfully passed the remaining two levels. In the end, Allen discovered that the maze\u2019s exit didn\u2019t lead to wealth but to the key to his family\u2019s hidden secrets.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Allen enters an ancient maze to uncover the mystery of his missing father.",
+      "A mysterious cat tells Allen the maze has five levels, each testing wisdom and courage.",
+      "Allen passes the first two levels but loses his way on the third after encountering an illusion of himself.",
+      "After an awakening moment, Allen overcomes the illusion and passes the remaining two levels.",
+      "Allen discovers the maze\u2019s exit leads to the key to his family\u2019s hidden secrets, not wealth."
+    ]
+  },
+  {
+    "prompt_en": "On a clear morning, astronomy enthusiast Lily noticed a mysterious light in the sky. She followed the light to an abandoned observatory, where she found an ancient time machine. Lily decided to try out the machine, but unexpectedly, she was transported hundreds of years into the past and witnessed the lives of her ancestors. As time passed, Lily realized that the time machine wasn\u2019t just for travel\u2014it was designed to stop an impending disaster. Ultimately, she returned to the present with knowledge of the future, successfully preventing the upcoming catastrophe.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Lily notices a mysterious light in the sky and follows it to an abandoned observatory.",
+      "She discovers an ancient time machine and decides to try it out.",
+      "Lily is transported hundreds of years into the past, witnessing the lives of her ancestors.",
+      "She realizes the time machine is designed to stop an impending disaster.",
+      "Lily returns to the present with knowledge of the future and prevents the upcoming catastrophe."
+    ]
+  },
+  {
+    "prompt_en": "In a town full of legends, a rainbow bridge appeared in the valley after every rain, leading to a mysterious world. Everyone had heard the story of the bridge, but no one dared to cross it. Young artist Emily was curious about the bridge and decided to walk across it herself. At the end of the bridge, she discovered an ancient, forgotten city, full of lost civilizations and strange creatures. Emily met an ancient guardian there, who revealed that the city\u2019s secret would change humanity\u2019s future. She ultimately uncovered the mystery behind the rainbow bridge and returned to the real world with an important message.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A rainbow bridge appears after every rain, leading to a mysterious world that no one dares to cross.",
+      "Emily, a curious young artist, decides to walk across the bridge herself.",
+      "She discovers an ancient, forgotten city full of lost civilizations and strange creatures.",
+      "Emily meets an ancient guardian who reveals that the city\u2019s secret will change humanity\u2019s future.",
+      "Emily uncovers the mystery behind the rainbow bridge and returns with an important message."
+    ]
+  },
+  {
+    "prompt_en": "The Violet Flower glowed mysteriously at night, and it was said to heal any ailment. To save his ill mother, a young man named Oscar decided to find this magical flower. He crossed vast grasslands and ventured deep into the mountains, where he encountered a hidden fairy village. The fairies told him that the violet was not just a flower, but a rare and mystical plant that could only be found by those with pure hearts. After several trials, Oscar finally found the violet and brought it back home, curing his mother and learning to cherish the precious things in life.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The Violet Flower glows mysteriously and is said to heal any ailment.",
+      "Oscar embarks on a journey to find the flower to save his ill mother.",
+      "He crosses grasslands and mountains, encountering a hidden fairy village.",
+      "The fairies explain that the flower can only be found by those with pure hearts.",
+      "Oscar completes the trials, finds the violet, and cures his mother, learning to cherish life."
+    ]
+  },
+  {
+    "prompt_en": "In a frigid northern kingdom, winter never seems to end. Princess Elsa, cursed to be unable to control the ice and snow powers within her, caused the kingdom to fall into an eternal winter. She decided to search for a magical artifact that could break the curse. Along the way, she met an old wizard who told her that only by collecting five magical crystals could she seal her powers. She journeyed to glaciers, volcanoes, dense forests, deserts, and the sea, facing numerous challenges. In the end, she successfully gathered all five crystals. When she fused them together, the curse was lifted, the kingdom regained warmth, and Elsa learned to control her powers, becoming the new queen.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Princess Elsa is cursed with uncontrollable ice and snow powers, causing an eternal winter in the kingdom.",
+      "Elsa decides to search for a magical artifact that can break the curse.",
+      "She meets an old wizard who tells her that five magical crystals are needed to seal her powers.",
+      "Elsa journeys through glaciers, volcanoes, forests, deserts, and the sea, facing numerous challenges.",
+      "After gathering all five crystals and fusing them, the curse is lifted, and Elsa gains control over her powers, becoming the new queen."
+    ]
+  },
+  {
+    "prompt_en": "On a night when falling stars could always be seen, Ella and her friends stood on a mountaintop, making wishes. However, Ella\u2019s wish accidentally triggered a mysterious disaster, causing meteors to fall from the sky, bringing devastating shockwaves. To stop the disaster, Ella decided to trace the meteors' origin. Along the way, she met a Star Guardian, who told her that the meteors were not ordinary celestial bodies but exiled stars. Using her courage and wisdom, Ella ultimately quelled the disaster and restored peace to the sky. The falling stars' promise became a symbol of her future happiness.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Ella and her friends make wishes on falling stars, but Ella\u2019s wish triggers a mysterious disaster.",
+      "Meteors fall from the sky, bringing devastating shockwaves.",
+      "Ella decides to trace the origin of the meteors and meets a Star Guardian.",
+      "The Star Guardian reveals the meteors are exiled stars, and Ella must stop the disaster.",
+      "Using her courage and wisdom, Ella quells the disaster, restoring peace to the sky, and the falling stars symbolize her future happiness."
+    ]
+  },
+  {
+    "prompt_en": "It is said that the ancient Dragon Tribe left behind a vast treasure, accessible only through a series of trials. Young adventurer Lucas set off on his own journey to find this legacy. In the first trial, he had to defeat a fire dragon; in the second, he crossed a labyrinth full of giant beasts; in the third, he met an ancient dragon scholar, who gave him a riddle to solve. After cracking the riddle, Lucas entered the dragon\u2019s legacy site and found the treasure. However, he chose not to take the gold but instead took an ancient relic of the dragon tribe back to his homeland, becoming the legendary heir of the dragons.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Lucas embarks on a journey to find the ancient Dragon Tribe\u2019s treasure, passing a series of trials.",
+      "In the first trial, he defeats a fire dragon; in the second, he crosses a labyrinth full of beasts.",
+      "In the third trial, Lucas meets an ancient dragon scholar who gives him a riddle.",
+      "Lucas solves the riddle and finds the treasure but chooses an ancient relic instead of gold.",
+      "He returns home with the relic and becomes the legendary heir of the dragons."
+    ]
+  },
+  {
+    "prompt_en": "In a kingdom surrounded by fire, it was said that every red lotus flower represented a great vow. To protect her kingdom, Princess Lilya decided to pluck a red lotus from the mysterious Flame Mountain. She crossed a scorching desert and climbed a towering volcano, finally reaching the Flame Mountain. There, she engaged in a thrilling battle with a giant dragon guarding the fire. Showing unprecedented bravery, the princess succeeded in picking the red lotus and returned to the kingdom, swearing to protect her people from harm forever.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "In a kingdom surrounded by fire, every red lotus represents a great vow.",
+      "Princess Lilya decides to pluck a red lotus from the Flame Mountain to protect her kingdom.",
+      "She crosses a desert and climbs a volcano, facing numerous challenges.",
+      "At the Flame Mountain, she battles a giant dragon guarding the fire.",
+      "Lilya picks the red lotus and swears to protect her people from harm forever."
+    ]
+  },
+  {
+    "prompt_en": "In a mysterious ancient tomb, there was a treasure said to have the power to change history. Young archaeologist Zhang Peng ventured into the tomb with a group of tomb raiders. Inside the tomb, they discovered strange symbols carved on the walls, which seemed to warn them of forbidden areas. Zhang Peng used his knowledge to decipher the symbols, but the following traps led them into danger. After a series of failures, Zhang Peng and the raiders finally found a mysterious artifact. However, when they took it, a powerful gust of wind sent them into an unknown space. In the end, Zhang Peng realized that this artifact was not wealth but a seal, one that contained an ancient curse, unveiling a larger conspiracy.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Zhang Peng and his group venture into a mysterious tomb in search of a treasure that could change history.",
+      "They discover strange symbols warning of forbidden areas, which Zhang deciphers.",
+      "After encountering numerous traps, they find an artifact, but a powerful wind sends them to an unknown space.",
+      "Zhang Peng realizes that the artifact is not wealth but a seal containing an ancient curse.",
+      "This discovery unveils a larger conspiracy tied to the tomb."
+    ]
+  },
+  {
+    "prompt_en": "An ancient tomb, long abandoned, became a target for tomb raiders. The tomb was known as the Yin Tomb and was considered a legend. Li Yang, a member of the raiding team, led the group into the tomb, disregarding the dangers. Inside, they found an ancient wooden box, possibly containing treasure. When they opened the box, the tomb\u2019s lights suddenly went out, plunging them into darkness. After a series of trials, they discovered that the treasure was not gold or jewels but relics of ancient gods, capable of controlling life and death. Li Yang ultimately decided to forgo the treasure and led his team to retreat. However, their actions triggered the wrath of the gods, and they were cursed, never to leave the tomb.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Li Yang leads a raiding team into the ancient Yin Tomb, known for its legend and hidden treasure.",
+      "They find an ancient wooden box, which, when opened, plunges the tomb into darkness.",
+      "The team faces trials and discovers the treasure contains relics of ancient gods, capable of controlling life and death.",
+      "Li Yang decides to forgo the treasure and leads the team to retreat.",
+      "Their actions trigger the wrath of the gods, cursing them to never leave the tomb."
+    ]
+  },
+  {
+    "prompt_en": "In an ancient tomb deep in the mountains, the tomb raiders discovered a massive dragon bone structure. Legend had it that the skeleton belonged to an ancient dragon god. Captain Old Li led his team into the tomb, seeking to uncover the secret of the dragon bones. When they attempted to remove a part of the bones, a strange sound suddenly echoed, and the tomb\u2019s traps began to activate. The passage grew more complex, with each step forward bringing deadly new dangers. Eventually, Old Li discovered that the dragon bones were not mere remains, but a seal, once used to imprison an evil force. To avoid releasing this dangerous power, they decided to leave, but it was already too late.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Tomb raiders discover a massive dragon bone structure, believed to belong to an ancient dragon god.",
+      "Captain Old Li leads his team to uncover the secret of the dragon bones.",
+      "Attempting to remove a bone activates tomb traps, creating deadly dangers.",
+      "Old Li discovers the dragon bones were a seal imprisoning an evil force.",
+      "They decide to leave, but it's too late \u2014 the evil force is released."
+    ]
+  },
+  {
+    "prompt_en": "Inside the tomb, the tomb raiders found a stone tablet adorned with blood-red totems. According to legend, this tablet would lead to an endless treasure. Captain Wang Kai believed it was just a myth and chose to continue exploring. Upon breaking the tablet open, the tomb was bathed in a blood-red glow, and the air grew heavy and suffocating. One by one, the team members began to experience strange phenomena \u2014 losing consciousness and seeing hallucinations. After persistent exploration, they realized that the totem was the core of ancient sorcery, and the tomb was a sacrificial site, intended to seal evil spirits. When they decided to return the tablet, a monster appeared, trying to trap them in the tomb forever.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "The raiders find a stone tablet with blood-red totems, believed to lead to endless treasure.",
+      "Captain Wang Kai dismisses it as a myth, but they continue to explore.",
+      "Breaking the tablet activates a blood-red glow and strange phenomena occur.",
+      "The team realizes the totem is part of ancient sorcery and the tomb is a sacrificial site.",
+      "As they attempt to return the tablet, a monster traps them in the tomb."
+    ]
+  },
+  {
+    "prompt_en": "In the deepest recesses of a forgotten tomb, there was said to be a path leading to the realm of the dead. Tomb raider Huang Fei and his team entered the tomb, hoping to find treasure. Upon entering the passage, they found strange symbols and traps all around them, making retreat impossible. After they solved one of the tomb\u2019s mechanisms, they unexpectedly entered a vast underground lake, where countless bones floated. Huang Fei realized that this path didn\u2019t lead to riches but to the world of the dead. As they decided to leave, they were pursued by the spirits of the dead, and their fate became an unavoidable tragedy.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Tomb raider Huang Fei and his team enter a forgotten tomb in search of treasure.",
+      "They find strange symbols and traps, making retreat impossible.",
+      "Solving a tomb mechanism leads them to an underground lake filled with bones.",
+      "Huang Fei realizes the path leads to the realm of the dead, not treasure.",
+      "As they try to leave, they are pursued by spirits, leading to their tragic fate."
+    ]
+  },
+  {
+    "prompt_en": "A tomb raiding team entered an ancient tomb sealed by mysterious magic, hoping to uncover the inheritance of the underworld king. Once inside, the team discovered a tombstone with an inscription warning that anyone attempting to steal the king\u2019s legacy would face dire consequences. The team ignored the warning and continued deeper into the tomb. As they unraveled the tomb\u2019s mechanisms, the interior began to reveal scenes from the underworld, and the souls of the deceased began to rise. Captain Chen Yong realized that the underworld king\u2019s inheritance was not just wealth but the right to rule the underworld. To avoid even greater disaster, they decided to leave, but the spirits would not let them go.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "A tomb raiding team enters an ancient tomb sealed by magic, seeking the underworld king\u2019s inheritance.",
+      "They discover a tombstone warning against stealing the king's legacy but ignore it.",
+      "As they explore, they uncover underworld scenes and the souls of the deceased rise.",
+      "Captain Chen Yong realizes the inheritance is the right to rule the underworld.",
+      "The spirits prevent them from leaving, leading to their inevitable fate."
+    ]
+  },
+  {
+    "prompt_en": "In an ancient tomb, the raiders found a jade box, said to be a relic of an ancient emperor. As they opened the box, a strange black mist enveloped the entire chamber, sending a chill through the air. Inside the box, there was no treasure, only a jade stone inscribed with mystical symbols. Just as they were about to take the jade stone, a violent storm hit, shaking the tomb and causing eerie sounds to come from the shadows. The raiders realized that the stone contained evil power, meant to seal an ancient malevolent spirit. They decided to return the stone, but it was too late \u2014 the evil spirit had already awakened and dragged them into an endless darkness.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Raiders find a jade box, believed to be a relic of an ancient emperor.",
+      "Opening the box releases a black mist and reveals a jade stone inscribed with mystical symbols.",
+      "A violent storm hits the tomb, causing eerie sounds and unsettling phenomena.",
+      "The raiders realize the jade stone contains evil power meant to seal a malevolent spirit.",
+      "They decide to return the stone, but the spirit is already awakened, dragging them into darkness."
+    ]
+  },
+  {
+    "prompt_en": "In a hidden tomb, the raiders discovered a shiny copper mirror. Legend claimed this mirror could reveal the future. Raider Xiao Wang was drawn to the mirror and tried to use it to glimpse the location of treasure. However, when he gazed into it, he saw a premonition of his own death. The other raiders were also affected, each seeing different, twisted visions of the future. As time passed, the future reflected in the mirror became increasingly distorted, and the raiders began to lose their sanity. Xiao Wang eventually discovered that the copper mirror was originally created to control the dead, and its power was meant to seal evil spirits. In the end, they had no choice but to destroy the mirror, though it came at a great cost.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Raiders discover a shiny copper mirror said to reveal the future.",
+      "Xiao Wang is drawn to the mirror and sees a premonition of his own death.",
+      "The mirror distorts the future, affecting the other raiders with twisted visions.",
+      "As time passes, the raiders lose their sanity due to the mirror\u2019s power.",
+      "Xiao Wang discovers the mirror was meant to control the dead and seal evil spirits.",
+      "They destroy the mirror, but it comes at a great cost."
+    ]
+  },
+  {
+    "prompt_en": "In an ancient tomb, the raiders discovered five statues, each representing one of the five elements. Captain Zhao Fei carefully studied the statues and believed they would lead them to the treasure. One by one, they unlocked the mechanisms of the statues, moving deeper into the tomb\u2019s core. However, as the statues were activated, a tremendous force began to press against their bodies, making the air unbearably heavy. Zhao Fei soon realized that the statues were not merely guides; they were the source of the five elements\u2019 power. If one statue became unbalanced, it could bring about a catastrophe. In the end, Zhao Fei decided to destroy the statues to prevent further damage, but the power within them consumed him.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Raiders discover five statues, each representing one of the five elements.",
+      "Captain Zhao Fei believes the statues will lead them to treasure.",
+      "As the statues are activated, a tremendous force begins to press against their bodies.",
+      "Zhao Fei realizes the statues are the source of the elements\u2019 power and must remain balanced.",
+      "Zhao Fei decides to destroy the statues to prevent catastrophe, but is consumed by their power."
+    ]
+  },
+  {
+    "prompt_en": "The raiders entered an ancient royal tomb, where they found a peculiar coffin containing a perfectly preserved corpse. The walls of the tomb were inscribed with a prophecy about a thousand-year curse. The team dismissed it as just a legend, but when they opened the coffin, a foul stench filled the air. The corpse began to reanimate, transforming into an invisible evil spirit, which began attacking the team. As the corpse revived, the tomb\u2019s traps and mechanisms were triggered, causing the entire chamber to collapse. In the end, the raiders managed to fend off the evil spirit, but they were trapped in the tomb forever, becoming the new souls of the tomb.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Raiders enter an ancient royal tomb and discover a peculiar coffin with a preserved corpse.",
+      "The tomb walls bear a prophecy about a thousand-year curse, which the team dismisses.",
+      "Opening the coffin releases a foul stench, and the corpse reanimates into an evil spirit.",
+      "The tomb\u2019s traps and mechanisms are triggered, causing the chamber to collapse.",
+      "The raiders fend off the spirit but are trapped in the tomb, becoming its new souls."
+    ]
+  },
+  {
+    "prompt_en": "After a global zombie virus outbreak, the surviving humans lived in a wasteland. Young survivor Li Hao and his team were tasked with crossing a zombie-infested city to find a biological research lab that could provide safety. Along the way, they faced zombie hordes and a food shortage, but they discovered that some zombies had developed higher intelligence. Eventually, Li Hao uncovered that the virus was the result of a failed military experiment that had not entirely failed.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Surviving humans live in a wasteland after a global zombie virus outbreak.",
+      "Li Hao and his team are tasked with crossing a zombie-infested city to reach a safe lab.",
+      "They encounter zombie hordes and food shortages along the way.",
+      "They discover that some zombies have developed higher intelligence.",
+      "Li Hao uncovers that the virus was the result of a failed military experiment that still had consequences."
+    ]
+  },
+  {
+    "prompt_en": "A young girl named Emily lived in a small village surrounded by a dense forest. Near the village was a mysterious silver lake, its waters shimmering with a mystical glow. One day, while playing by the lake, Emily discovered a sleeping sea monster. She carefully approached it and found a shiny blue gemstone hidden within its scales. Emily decided to use the gemstone to awaken the sea monster, who revealed that it was once a cursed prince. He told Emily that only by finding three lost royal relics could the curse be broken. With courage, Emily embarked on an adventure to find the relics. After many trials, she found the relics and broke the curse. The sea monster regained his human form, and Emily returned to the village, where they became lifelong friends.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Emily discovers a sleeping sea monster by a shimmering silver lake.",
+      "She finds a shiny blue gemstone hidden in the monster\u2019s scales and awakens it.",
+      "The sea monster reveals it is a cursed prince and gives Emily a quest to find three royal relics.",
+      "Emily embarks on an adventure to find the relics and breaks the curse.",
+      "The sea monster regains his human form, and they become lifelong friends."
+    ]
+  },
+  {
+    "prompt_en": "In a kingdom surrounded by towering mountains stood the legendary Sky Tower, said to reach the heavens. According to legend, within the tower lay a mysterious stone that could grant any wish. A young adventurer named Kyle heard of the tale and set off to find the stone. At the bottom of the tower, Kyle met a wise sage who told him that only by passing five trials could he reach the top and obtain the stone. After overcoming numerous obstacles, Kyle reached the top, only to discover that the stone wasn\u2019t the true source of power \u2014 sincerity and courage were. Kyle understood this lesson and left the stone behind, returning home as a symbol of wisdom and bravery.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Kyle sets off to find the legendary Sky Tower, where a stone can grant any wish.",
+      "At the base of the tower, Kyle meets a wise sage who tells him he must pass five trials.",
+      "Kyle overcomes the trials and reaches the top of the tower.",
+      "He discovers that the stone isn\u2019t the true source of power, but sincerity and courage are.",
+      "Kyle leaves the stone behind and returns home, wiser and braver."
+    ]
+  },
+  {
+    "prompt_en": "In a forgotten, ancient village, all the clocks had stopped, and time seemed to stand still. The villagers were trapped in a perpetual state of idleness. A young clockmaker named Daniel decided to find the cause and repair the clock tower. He discovered that the heart of the tower\u2019s clock had been stolen by a giant mechanical bird, which hid in an underground palace. Daniel ventured deep into the palace, fighting monsters and avoiding traps, and eventually found the bird and repaired it. By fixing the bird\u2019s mechanism, he restored the flow of time in the village. However, Daniel realized that every time he restored time, a certain memory of the village would be lost. In the end, Daniel chose to sacrifice his own memories to restart time, giving the villagers a new beginning.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Daniel, a young clockmaker, seeks to fix the clock tower in an ancient village where time has stopped.",
+      "He discovers that a giant mechanical bird has stolen the heart of the clock.",
+      "Daniel ventures into an underground palace, battling monsters and avoiding traps.",
+      "He repairs the bird and restores the flow of time to the village.",
+      "Daniel sacrifices his own memories to restart time and give the villagers a new beginning."
+    ]
+  },
+  {
+    "prompt_en": "In a kingdom covered by eternal snow, there lived a legendary Snow Queen, whose palace hid countless treasures. A young girl named Nora, searching for her missing father, decided to venture into the Snow Queen\u2019s palace. In the frozen wilderness, Nora encountered the Queen\u2019s embodiment \u2014 a giant ice wolf. Through a battle of wits and courage, Nora entered the palace, only to discover that her father was imprisoned by the Queen. With her father\u2019s help, Nora defeated the Snow Queen\u2019s magic, freed her father, and returned home with the treasures left by the Queen, bringing prosperity to her kingdom.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Nora searches for her missing father in a kingdom of eternal snow.",
+      "She encounters a giant ice wolf, an embodiment of the Snow Queen.",
+      "Nora uses wit and courage to enter the palace and find her father imprisoned by the Queen.",
+      "With her father\u2019s help, Nora defeats the Queen\u2019s magic and frees him.",
+      "They return home with treasures, bringing prosperity to the kingdom."
+    ]
+  },
+  {
+    "prompt_en": "A young prince named Alvin became lost in the forest and accidentally discovered a shiny green gemstone. The gemstone radiated powerful natural energy, capable of communicating with all the creatures of the forest. The forest elves told Alvin that the gemstone had been cursed by the Guardian of the Forest, and only by finding five ancient plants could the curse be lifted. Alvin journeyed through the forest, facing wild beasts and harsh weather, and eventually found the plants needed to break the curse. After lifting the curse, Alvin returned to his kingdom, restoring harmony between humans and nature.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Prince Alvin finds a shiny green gemstone in the forest that can communicate with creatures.",
+      "The forest elves reveal that the gemstone is cursed by the Guardian of the Forest.",
+      "Alvin embarks on a journey to find five ancient plants to lift the curse.",
+      "He faces wild beasts and harsh weather but successfully finds the plants.",
+      "Alvin lifts the curse and returns to his kingdom, restoring harmony between humans and nature."
+    ]
+  },
+  {
+    "prompt_en": "In a distant mountain range, there was said to be a legendary red dragon. Whenever it hatched a golden egg, the world\u2019s wealth and fortune would explode. A young adventurer named Leon heard of the legend and decided to find the dragon. Along the way, he faced numerous dangers, but with determination, he eventually found the dragon\u2019s lair and successfully stole the golden egg. However, upon returning to his kingdom with the egg, Leon realized that the kingdom had fallen into chaos because of his actions. Ultimately, Leon decided to return the egg and used his wisdom to restore peace to the kingdom.",
+    "dimension": [
+      "Complex_Plot"
+    ],
+    "auxiliary_info": [
+      "Leon hears of the legendary red dragon whose golden egg brings immense wealth and fortune.",
+      "He sets off on an adventure to find the dragon and steals the golden egg.",
+      "Upon returning to his kingdom, Leon discovers chaos has ensued because of the egg.",
+      "He returns the egg and uses his wisdom to restore peace to the kingdom."
+    ]
+  },
+  {
+    "prompt_en": "A lion with the wings of an eagle, soaring through the sky with majestic ease.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The wings of an eagle",
+        "A lion"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe with the scales of a fish, able to glide smoothly through the water.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Fish scales",
+        "A giraffe"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A wolf with the body of a horse, galloping across a vast plains with wild abandon.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The body of the horse",
+        "A wolf"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A bear with the antlers of a deer, roaming the forest with a regal presence.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The deer's antlers",
+        "A bear"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A cheetah with the shell of a tortoise, moving quickly but with a protective outer layer.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The shell of the turtle",
+        "A cheetah"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A butterfly with the eyes of an owl, its wings shimmering in moonlight as it hunts at night.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Owl's eyes",
+        "A butterfly"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A shark with the legs of a lion, prowling the shores like a beast of land and sea.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The lion's leg",
+        "A shark"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A zebra with the horns of a ram, charging through the savannah with both grace and power.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Ram's horn",
+        "A zebra"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A whale with the wings of a bat, soaring over the ocean surface under the full moon.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Bat's wings",
+        "A whale"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A spider with the body of a rabbit, scurrying across the ground with immense speed.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The rabbit's body",
+        "A spider"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "An owl with the body of a tiger, prowling the night skies with sharp talons.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The body of the tiger",
+        "An owl"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe with the wings of a bat, soaring above the trees in a mysterious flight.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Bat's wings",
+        "A giraffe"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A chameleon with the body of a snake, slithering through bushes while changing colors.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The body of a snake",
+        "A chameleon"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A rabbit with the horns of a goat, hopping energetically while butting through obstacles.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Goat's horn",
+        "A rabbit"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A penguin with the legs of a cheetah, racing across icy terrain at lightning speed.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Cheetah's legs",
+        "A penguin"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe with the body of a whale, the legs of a kangaroo, and the tail of a flamingo, allowing it to leap from one ocean wave to another with remarkable grace.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The body of a whale.",
+        "The legs of a kangaroo",
+        "The flamingo's tail",
+        "A giraffe"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A wolf with the fur of a zebra, the wings of a hawk, and the claws of a bear, blending in the forest and the sky, capable of both hunting and flying.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The fur of the zebra",
+        "The wings of an eagle",
+        "Bear's paw",
+        "A wolf"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A crocodile with the arms of a gorilla, the legs of a cheetah, the scales of a snake, and the eyes of a chameleon, an apex predator in both land and water.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The arms of a gorilla.",
+        "The legs of the cheetah",
+        "Snake scales",
+        "The Eyes of the Chameleon",
+        "A crocodile"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A rabbit with the legs of a frog, the ears of a bat, the body of a turtle, and the tail of a squirrel, combining agility, stealth, and the ability to survive in any environment.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Frog's legs",
+        "Bat's ears",
+        "The body of the turtle",
+        "Squirrel's tail",
+        "A rabbit"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A whale with the horns of a ram, the wings of an eagle, and the skin of an octopus, able to both soar through the skies and dive deep into the ocean.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The ram's horn",
+        "The wings of an eagle",
+        "Octopus skin",
+        "A whale"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A panda with the antlers of a deer, the body of a lion, the tail of a monkey, and the wings of a bat, a majestic creature roaming forests and skies.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The deer's antlers",
+        "The body of the lion",
+        "The monkey's tail",
+        "Bat's wings",
+        "A panda"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe with the tail of a lizard, the body of an eagle, the eyes of a hawk, and the wings of a bat, soaring and surveying vast landscapes from the sky.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The tail of the lizard",
+        "Eagle's body",
+        "The Eyes of the Falcon",
+        "Bat's wings",
+        "A giraffe"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A lion with the ears of a bat, the body of a whale, the claws of an eagle, and the wings of a dragon, an unstoppable predator both in the sea and in the sky.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Bat's ears",
+        "The body of a whale",
+        "Eagle's claws",
+        "Dragon's Wings",
+        "A lion"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "An octopus with the shell of a tortoise, the body of a deer, the wings of a butterfly, and the eyes of an eagle, blending speed, defense, and perception.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "The shell of the turtle",
+        "Deer's body",
+        "The Wings of a Butterfly",
+        "Eagle's eyes",
+        "An octopus"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A frog with the head of a crocodile, the legs of a horse, the body of a panda, and the wings of a dragonfly, adapting to land, water, and air with ease.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "Crocodile's head",
+        "Horse's leg",
+        "The body of the panda.",
+        "The Wings of a Dragonfly",
+        "A frog"
+      ],
+      "judge": [
+        true,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A lion doing a handstand, balancing perfectly on its front paws while gazing confidently at the audience.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A lion is doing a handstand."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe breakdancing, spinning on its back and flipping gracefully despite its towering height.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A giraffe is breakdancing."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A cheetah doing yoga poses, stretching out its limbs with remarkable flexibility and focus.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A cheetah doing yoga poses."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A whale performing a backflip in the ocean, leaping gracefully out of the water and flipping mid-air.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A whale does a backflip.",
+        "Whale leaping out of the water.",
+        "Whale falling back into the water."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A toaster jumping over an obstacle course, popping up bread slices as it leaps.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A toaster jumps over an obstacle course."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A vacuum cleaner jumping over hurdles, its hose flapping in the wind.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A vacuum cleaner jumps over obstacles."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A broomstick breakdancing, twisting and spinning on the floor with flair.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A broomstick breakdancing",
+        "No human in the video"
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A suitcase swimming in the ocean, paddling through the waves like a professional swimmer.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A suitcase is swimming in the ocean, paddling through the waves like a professional swimmer."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A vacuum cleaner playing soccer, dribbling a ball around cones with surprising agility.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A vacuum cleaner plays soccer."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A dog and a cat playing video games together, each holding a controller and laughing.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A dog and a cat are playing video games together."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A whale and a seagull flying side by side, the whale soaring through the clouds while the seagull glides effortlessly.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A whale and a seagull flying side by side."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A chair and a table having a tea party, both elegantly setting out cups and pastries.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A chair and a table are having a tea party."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A sandwich and a soup having a conversation, debating which is the best comfort food.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A sandwich and a bowl of soup are having a conversation."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A hammer and a nail playing tag, chasing each other around in a game of high-speed pursuit.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A hammer and a nail are playing hide and seek."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A snowflake and a flame performing a duet, the snowflake twirling while the flame dances around it.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A snowflake and a flame are performing a duet.",
+        "Both snowflake and flame are moving"
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A book and a cup of tea exchanging stories, each telling the other about their adventures.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A book and a cup of tea exchanging stories."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A toothbrush and toothpaste singing a duet, their melodies harmonizing perfectly.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A toothbrush and a tube of toothpaste are singing a duet."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A kite and a balloon flying side by side, each drifting gracefully in the wind.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A kite and a balloon are flying side by side."
+      ],
+      "judge": [
+        false,
+        true
+      ]
+    }
+  },
+  {
+    "prompt_en": "A penguin, a car, a rope, and a tiger are playing basketball. The penguin dribbles the ball while riding on the car, which is speeding across the court. The tiger tries to leap and catch the ball, but the rope tangles itself around the tiger\u2019s legs, causing it to fall while the penguin shoots a three-pointer.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A penguin, a car, a rope, and a tiger are playing basketball.",
+        "The penguin is dribbling a ball on the car.",
+        "The car is speeding across the field.",
+        "The tiger tried to jump up and catch the ball.",
+        "The rope got tangled around the tiger's leg, causing it to fall.",
+        "The penguin made a three-point shot."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A giraffe, a vacuum cleaner, a skateboard, and a book are in a race. The giraffe uses its long neck to try to reach the finish line first, while the vacuum cleaner moves backwards, accidentally sucking up the skateboard. The book flies off the shelf and lands on the giraffe's back, causing it to trip and stumble.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A giraffe, a vacuum cleaner, a skateboard, and a book are having a race.",
+        "The giraffe tried to reach the finish line first with its long neck.",
+        "The vacuum cleaner moved backward and accidentally sucked up the skateboard.",
+        "The book flew off the shelf and landed on the giraffe's back, causing it to trip."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A lion, a lamp, a skateboard, and a bowl of soup are trying to perform a circus trick. The lion is balancing on the skateboard while sipping the soup from the bowl, but the lamp starts spinning wildly, casting light in all directions and blinding the lion, causing it to fall off the skateboard and spill the soup everywhere.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A lion, a lamp, a skateboard, and a bowl of soup are performing a circus acrobatics act.",
+        "The lion balances on the skateboard while drinking soup from the bowl.",
+        "The lights began to spin wildly, scattering beams in all directions.",
+        "The glaring lights caused the lion to fall off the skateboard, spilling soup everywhere."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A monkey, a piano, a backpack, and a traffic cone are on stage for a performance. The monkey plays the piano with its feet, but the backpack suddenly jumps onto the keys, causing the piano to play random notes. The traffic cone starts rolling around the stage, knocking over the backpack and creating chaos.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A monkey, a piano, a backpack, and a traffic cone are performing on stage.",
+        "The monkey plays the piano with its feet.",
+        "The backpack suddenly jumped onto the piano keys, causing random notes to sound.",
+        "The traffic cone started rolling across the stage, knocking over backpacks and creating chaos."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A rabbit, a frisbee, a chair, and a broomstick are playing tag. The rabbit throws the frisbee to the chair, but the broomstick catches it mid-air with its bristles, causing the frisbee to spin out of control and hit the rabbit in the face. The chair then flips itself over in confusion.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A rabbit, a frisbee, a chair, and a broomstick are playing hide and seek.",
+        "The rabbit threw the frisbee to the chair.",
+        "The broomstick caught the flying disc in mid-air with its bristles, causing the disc to go out of control and hit the rabbit's face.",
+        "The chair flipped over in confusion."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A whale, a bicycle, a notebook, and a lamp are having a race. The whale is swimming in the ocean and the bicycle is moving across land, but the notebook keeps opening and closing, trying to write down results. The lamp starts flickering, causing the whale to get confused and swim the wrong way.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A whale, a bicycle, a notebook, and a lamp are in a race.",
+        "The whale swims in the ocean, while the bicycle travels on land.",
+        "The notebook kept opening and closing, trying to record the results.",
+        "The lights began to flicker, causing the whale to become confused and swim in the wrong direction."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A tiger, a bicycle, a spoon, and a door are in the middle of a race. The tiger is racing alongside the bicycle, but the spoon keeps slipping out of the door's handle and landing on the tiger's back. The door keeps swinging open and shut, blocking the tiger\u2019s path and causing the bicycle to crash into it.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A tiger, a bicycle, a spoon, and a door are having a race.",
+        "The tiger and the bicycle are racing together.",
+        "The spoon kept sliding down from the doorknob and fell onto the tiger's back.",
+        "The door kept opening and closing, blocking the tiger's path, causing a bicycle to crash into it."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A sloth, a paintbrush, a cup of tea, and a kite are participating in a race. The sloth is moving incredibly slowly while holding the paintbrush, but the cup of tea spills over, causing the sloth to slip. The kite flies into the sloth's path, causing the sloth to get tangled in its strings while trying to avoid the spilled tea.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A sloth, a paintbrush, a cup of tea, and a kite are participating in a competition.",
+        "The sloth moves very slowly while holding a paintbrush.",
+        "The teacup spilled, causing the sloth to slip.",
+        "The kite flew into the sloth's path, and as the sloth tried to avoid the spilled tea, it got tangled in the kite string."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A lion, a skateboard, a pillow, and a mug are playing a game of tag. The lion is chasing the skateboard, but the pillow keeps bouncing in front of it, causing the lion to trip over it. The mug is constantly thrown into the air by the pillow\u2019s jumps, landing on the skateboard and blocking the lion\u2019s path.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A lion, a skateboard, a pillow, and a cup are playing hide and seek.",
+        "The lion is chasing the skateboard.",
+        "The pillow kept bouncing in front of the lion, causing the lion to trip.",
+        "The pillow's jumps continuously tossed the cup into the air.",
+        "The cup fell onto the skateboard, blocking the lion's path."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A zebra, a guitar, a skateboard, and a kettle are preparing for a concert. The zebra strums the guitar while balancing on the skateboard, but the kettle starts whistling loudly, distracting the zebra and causing it to fall off the skateboard. The guitar starts vibrating on its own as the kettle continues to whistle.",
+    "dimension": [
+      "Composition"
+    ],
+    "auxiliary_info": {
+      "question": [
+        "A zebra, a guitar, a skateboard, and a water bottle are getting ready for a concert.",
+        "The zebra maintains balance on a skateboard while playing the guitar.",
+        "The kettle started to emit a loud whistle, distracting the zebra and causing it to fall off the skateboard.",
+        "The guitar began to vibrate on its own, and the kettle continued to whistle."
+      ],
+      "judge": [
+        false,
+        false
+      ]
+    }
+  },
+  {
+    "prompt_en": "A wooden toy is placed gently on the surface of a small bowl of water.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A river changes from blue to brown.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the left of an apple, then the dog runs to the front of the apple.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing basketball.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "The camera circles around. Garden.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A shark and a giraffe create a new species.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A dog is sitting in the yard, then it suddenly starts running in circles.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating ice cream.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "One person picks out clothes for another person.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "In a distant mountain range, there was said to be a legendary red dragon. Whenever it hatched a golden egg, the world\u2019s wealth and fortune would explode. A young adventurer named Leon heard of the legend and decided to find the dragon. Along the way, he faced numerous dangers, but with determination, he eventually found the dragon\u2019s lair and successfully stole the golden egg. However, upon returning to his kingdom with the egg, Leon realized that the kingdom had fallen into chaos because of his actions. Ultimately, Leon decided to return the egg and used his wisdom to restore peace to the kingdom.",
+    "dimension": [
+      "Diversity"
+    ]
+  },
+  {
+    "prompt_en": "The leaves gradually change from red to green.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of leaves mostly red? (yes or no)",
+      "Finally, is the color of leaves mostly green? (yes or no)",
+      "Does the color of leaves change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A river changes from blue to brown.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the river mostly blue? (yes or no)",
+      "Finally, is the color of the river mostly brown? (yes or no)",
+      "Does the color of the river change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A river changes from brown to blue.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the river mostly brown? (yes or no)",
+      "Finally, is the color of the river mostly blue? (yes or no)",
+      "Does the color of the river change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A car changes from white to red.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the car mostly white? (yes or no)",
+      "Finally, is the color of the car mostly red? (yes or no)",
+      "Does the color of the car change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A car changes from red to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the car mostly red? (yes or no)",
+      "Finally, is the color of the car mostly white? (yes or no)",
+      "Does the color of the car change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A car changes from white to golden.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the car mostly white? (yes or no)",
+      "Finally, is the color of the car mostly golden? (yes or no)",
+      "Does the color of the car change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A car changes from golden to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the car mostly golden? (yes or no)",
+      "Finally, is the color of the car mostly white? (yes or no)",
+      "Does the color of the car change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A car changes from black to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the car mostly black? (yes or no)",
+      "Finally, is the color of the car mostly white? (yes or no)",
+      "Does the color of the car change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A pair of shoes changes from red to yellow.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the shoes mostly red? (yes or no)",
+      "Finally, is the color of the shoes mostly yellow? (yes or no)",
+      "Does the color of the shoes change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A pair of shoes changes from yellow to red.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the shoes mostly yellow? (yes or no)",
+      "Finally, is the color of the shoes mostly red? (yes or no)",
+      "Does the color of the shoes change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A flower changes from purple to orange.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the flower mostly purple? (yes or no)",
+      "Finally, is the color of the flower mostly orange? (yes or no)",
+      "Does the color of the flower change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A flower changes from orange to purple.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the flower mostly orange? (yes or no)",
+      "Finally, is the color of the flower mostly purple? (yes or no)",
+      "Does the color of the flower change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A butterfly's wings change from yellow to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the butterfly's wings mostly yellow? (yes or no)",
+      "Finally, is the color of the butterfly's wings mostly white? (yes or no)",
+      "Does the color of the butterfly's wings change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A butterfly's wings change from white to yellow.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the butterfly's wings mostly white? (yes or no)",
+      "Finally, is the color of the butterfly's wings mostly yellow? (yes or no)",
+      "Does the color of the butterfly's wings change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A wall changes from grey to yellow.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the wall mostly grey? (yes or no)",
+      "Finally, is the color of the wall mostly yellow? (yes or no)",
+      "Does the color of the wall change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A wall changes from yellow to grey.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the wall mostly yellow? (yes or no)",
+      "Finally, is the color of the wall mostly grey? (yes or no)",
+      "Does the color of the wall change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A wall changes from black to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the wall mostly black? (yes or no)",
+      "Finally, is the color of the wall mostly white? (yes or no)",
+      "Does the color of the wall change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A wall changes from white to black.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the wall mostly white? (yes or no)",
+      "Finally, is the color of the wall mostly black? (yes or no)",
+      "Does the color of the wall change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A seashell changes from beige to pink.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the seashell mostly beige? (yes or no)",
+      "Finally, is the color of the seashell mostly pink? (yes or no)",
+      "Does the color of the seashell change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fish changes from silver to blue.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the fish mostly silver? (yes or no)",
+      "Finally, is the color of the fish mostly blue? (yes or no)",
+      "Does the color of the fish change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fish changes from blue to silver.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the fish mostly blue? (yes or no)",
+      "Finally, is the color of the fish mostly silver? (yes or no)",
+      "Does the color of the fish change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of fabric changes from blue to pink.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the fabric mostly blue? (yes or no)",
+      "Finally, is the color of the fabric mostly pink? (yes or no)",
+      "Does the color of the fabric change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of fabric changes from pink to blue.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the fabric mostly pink? (yes or no)",
+      "Finally, is the color of the fabric mostly blue? (yes or no)",
+      "Does the color of the fabric change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The moon changes from yellow to silver.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the moon mostly yellow? (yes or no)",
+      "Finally, is the color of the moon mostly silver? (yes or no)",
+      "Does the color of the moon change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The moon changes from silver to yellow.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the moon mostly silver? (yes or no)",
+      "Finally, is the color of the moon mostly yellow? (yes or no)",
+      "Does the color of the moon change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rock changes from red to grey.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the rock mostly red? (yes or no)",
+      "Finally, is the color of the rock mostly grey? (yes or no)",
+      "Does the color of the rock change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from white to grey.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the cloud mostly white? (yes or no)",
+      "Finally, is the color of the cloud mostly grey? (yes or no)",
+      "Does the color of the cloud change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from white to black.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the cloud mostly white? (yes or no)",
+      "Finally, is the color of the cloud mostly black? (yes or no)",
+      "Does the color of the cloud change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from black to grey.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the cloud mostly black? (yes or no)",
+      "Finally, is the color of the cloud mostly grey? (yes or no)",
+      "Does the color of the cloud change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from black to white.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the cloud mostly black? (yes or no)",
+      "Finally, is the color of the cloud mostly white? (yes or no)",
+      "Does the color of the cloud change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person's hair changes from black to blonde.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the color of the person's hair mostly black? (yes or no)",
+      "Finally, is the color of the person's hair mostly blonde? (yes or no)",
+      "Does the color of the person's hair change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The sky changes from deep black to white as dawn breaks.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the scene change from dark to bright? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The sky changes from bright to dark.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the scene change from bright to dark? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A lamp changes from dim to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the light from the lamp increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A torch changes from dim to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the light from the torch increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A screen changes from dark to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the brightness of the screen increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A streetlight changes from off to on.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the streetlight turn on? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A star changes from faint to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the brightness of the star increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A room changes from dark to bright as sunlight enters.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the room become brighter? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A room changes from bright to dark.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the room become darker? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A gemstone changes from dull to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the brightness of the gemstone increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A candle changes from flickering dimly to steady bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the brightness of the candle increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A computer screen changes from off to bright.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the screen turn on and become bright? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A panda changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the panda increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A panda changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the panda decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the dog increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the dog decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the cat increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the cat decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fish changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the fish increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fish changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the fish decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A lion changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the lion increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A lion changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the lion decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A tiger changes from small to big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the tiger increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A tiger changes from big to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the tiger decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A balloon changes from small to large.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the balloon increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A balloon changes from large to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the balloon decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A mountain erodes and changes from large to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the mountain decrease due to erosion? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A snowman changes from large to small.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the snowman decrease? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A tree stump changes from small to large as it decays.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the tree stump increase as it decays? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sandcastle changes from small to large.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the sandcastle increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sponge changes from small to large as it absorbs water.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the sponge increase as it absorbs water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from small to large as it gathers moisture.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the cloud increase as it gathers moisture? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cloud changes from large to small as it gathers moisture.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the cloud decrease as it gathers moisture? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sculpture changes from large to small as it\u2019s carved.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the sculpture decrease as it\u2019s carved? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A puddle changes from small to large as rain continues to fall.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the puddle increase as rain continues to fall? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An ant gradually grow big.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Does the size of the ant increase? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden wheel turned into a metal wheel.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the wheel wooden? (yes or no)",
+      "Finally, is the material of the wheel metal? (yes or no)",
+      "Does the material of the wheel change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic toy transformed into a glass toy.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the toy plastic? (yes or no)",
+      "Finally, is the material of the toy glass? (yes or no)",
+      "Does the material of the toy change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden floor turned into a metal floor.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the floor wooden? (yes or no)",
+      "Finally, is the material of the floor metal? (yes or no)",
+      "Does the material of the floor change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass car window changed into a wooden car window.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the car window glass? (yes or no)",
+      "Finally, is the material of the car window wooden? (yes or no)",
+      "Does the material of the car window change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic water cup turned into a metal water cup.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the water cup plastic? (yes or no)",
+      "Finally, is the material of the water cup metal? (yes or no)",
+      "Does the material of the water cup change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden door handle transformed into a plastic door handle.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the door handle wooden? (yes or no)",
+      "Finally, is the material of the door handle plastic? (yes or no)",
+      "Does the material of the door handle change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass window turned into a metal window.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the window glass? (yes or no)",
+      "Finally, is the material of the window metal? (yes or no)",
+      "Does the material of the window change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic seat turned into a wooden seat.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the seat plastic? (yes or no)",
+      "Finally, is the material of the seat wooden? (yes or no)",
+      "Does the material of the seat change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden car body turned into a metal car body.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the car body wooden? (yes or no)",
+      "Finally, is the material of the car body metal? (yes or no)",
+      "Does the material of the car body change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass bottle turned into a wooden bottle.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the material of the bottle glass? (yes or no)",
+      "Finally, is the material of the bottle wooden? (yes or no)",
+      "Does the material of the bottle change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic utensils turned into glass utensils.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, are the utensils made of plastic? (yes or no)",
+      "Finally, are the utensils made of glass? (yes or no)",
+      "Does the material of the utensils change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden frame transformed into a metal frame.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the frame made of wood? (yes or no)",
+      "Finally, is the frame made of metal? (yes or no)",
+      "Does the material of the frame change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic boat hull turned into a wooden boat hull.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the boat hull made of plastic? (yes or no)",
+      "Finally, is the boat hull made of wood? (yes or no)",
+      "Does the material of the boat hull change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass tabletop changed into a wooden tabletop.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the tabletop made of glass? (yes or no)",
+      "Finally, is the tabletop made of wood? (yes or no)",
+      "Does the material of the tabletop change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden furniture turned into plastic furniture.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the furniture made of wood? (yes or no)",
+      "Finally, is the furniture made of plastic? (yes or no)",
+      "Does the material of the furniture change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass car light turned into a plastic car light.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the car light made of glass? (yes or no)",
+      "Finally, is the car light made of plastic? (yes or no)",
+      "Does the material of the car light change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden staircase turned into a metal staircase.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the staircase made of wood? (yes or no)",
+      "Finally, is the staircase made of metal? (yes or no)",
+      "Does the material of the staircase change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic bottle cap turned into a glass bottle cap.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the bottle cap made of plastic? (yes or no)",
+      "Finally, is the bottle cap made of glass? (yes or no)",
+      "Does the material of the bottle cap change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden stair railing transformed into a plastic railing.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the stair railing made of wood? (yes or no)",
+      "Finally, is the stair railing made of plastic? (yes or no)",
+      "Does the material of the stair railing change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass door turned into a metal door.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the door made of glass? (yes or no)",
+      "Finally, is the door made of metal? (yes or no)",
+      "Does the material of the door change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic door transformed into a wooden door.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the door made of plastic? (yes or no)",
+      "Finally, is the door made of wood? (yes or no)",
+      "Does the material of the door change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The wooden toy turned into a glass toy.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the toy made of wood? (yes or no)",
+      "Finally, is the toy made of glass? (yes or no)",
+      "Does the material of the toy change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The plastic car shell changed into a metal car shell.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the car shell made of plastic? (yes or no)",
+      "Finally, is the car shell made of metal? (yes or no)",
+      "Does the material of the car shell change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The glass mirror transformed into a wooden mirror.",
+    "dimension": [
+      "Dynamic_Attribute"
+    ],
+    "auxiliary_info": [
+      "Initially, is the mirror made of glass? (yes or no)",
+      "Finally, is the mirror made of wood? (yes or no)",
+      "Does the material of the mirror change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the left of a table, then the dog runs to the front of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog on the left of the table? (yes or no)",
+      "Is the dog on the front of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the left of a sofa, then the dog runs to the front of the sofa.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog on the left of the sofa? (yes or no)",
+      "Is the dog on the front of the sofa? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the right of a table, then the dog runs to the left of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog on the right of the table? (yes or no)",
+      "Is the dog on the left of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the right of a sofa, then the dog runs to the front of the sofa.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog on the right of the sofa? (yes or no)",
+      "Is the dog on the front of the sofa? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is on the right of a rock, then the dog runs to the left of the rock.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog on the right of the rock? (yes or no)",
+      "Is the dog on the left of the rock? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dog is behind a chair, then the dog runs to the right of the chair.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the dog behind the chair? (yes or no)",
+      "Is the dog on the right of the chair? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the left of a chair, then the cat runs to the front of the chair.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the left of the chair? (yes or no)",
+      "Is the cat on the front of the chair? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the right of a box, then the cat runs to the left of the box.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the right of the box? (yes or no)",
+      "Is the cat on the left of the box? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is in front of a table, then the cat jumps to the bottom of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat in front of the table? (yes or no)",
+      "Is the cat on the bottom of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the right of a rock, then the cat runs to the left of the rock.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the right of the rock? (yes or no)",
+      "Is the cat on the left of the rock? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the table, then the cat runs to the bottom of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the table? (yes or no)",
+      "Is the cat on the bottom of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the table, then the cat runs to the left of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the table? (yes or no)",
+      "Is the cat on the left of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the table, then the cat runs to the front of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the table? (yes or no)",
+      "Is the cat on the front of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is on the table, then the cat runs to the back of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat on the table? (yes or no)",
+      "Is the cat on the back of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is under the table, then the cat runs onto the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat under the table? (yes or no)",
+      "Is the cat on the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is under the table, then the cat runs to the left of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat under the table? (yes or no)",
+      "Is the cat on the left of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is under the table, then the cat runs to the right of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat under the table? (yes or no)",
+      "Is the cat on the right of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is under the table, then the cat runs to the front of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat under the table? (yes or no)",
+      "Is the cat on the front of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cat is under the table, then the cat runs to the back of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the cat under the table? (yes or no)",
+      "Is the cat on the back of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rabbit is in front of a table, then the rabbit jumps to the left of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the rabbit in front of the table? (yes or no)",
+      "Is the rabbit on the left of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rabbit is on the left of a table, then the rabbit jumps to the front of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the rabbit on the left of the table? (yes or no)",
+      "Is the rabbit on the front of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rabbit is in front of a flowerpot, then the rabbit jumps to the right of the flowerpot.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the rabbit in front of the flowerpot? (yes or no)",
+      "Is the rabbit on the right of the flowerpot? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A squirrel is on the right of a branch, then the squirrel jumps to the bottom of the branch.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the squirrel on the right of the branch? (yes or no)",
+      "Is the squirrel on the bottom of the branch? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A squirrel is behind a rock, then the squirrel jumps to the left of the rock.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the squirrel behind the rock? (yes or no)",
+      "Is the squirrel on the left of the rock? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A squirrel is on the left of a hut, then the squirrel jumps to the right of the hut.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the squirrel on the left of the hut? (yes or no)",
+      "Is the squirrel on the right of the hut? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A squirrel is on the left of a rock, then the squirrel jumps to the top of the rock.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the squirrel on the left of the rock? (yes or no)",
+      "Is the squirrel on the top of the rock? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is in front of a shoe, then the fox runs to the left of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox in front of the shoe? (yes or no)",
+      "Is the fox on the left of the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is in front of a shoe, then the fox runs to the right of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox in front of the shoe? (yes or no)",
+      "Is the fox on the right of the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is in front of a shoe, then the fox runs to the behind of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox in front of the shoe? (yes or no)",
+      "Is the fox behind the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is on the right of a shoe, then the fox runs to the left of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox on the right of the shoe? (yes or no)",
+      "Is the fox on the left of the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is on the right of a shoe, then the fox runs to the front of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox on the right of the shoe? (yes or no)",
+      "Is the fox on the front of the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fox is on the right of a shoe, then the fox runs to the behind of the shoe.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the fox on the right of the shoe? (yes or no)",
+      "Is the fox behind the shoe? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A kangaroo is on the left of a small box, then the kangaroo jumps to the right of the box.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the kangaroo on the left of the small box? (yes or no)",
+      "Is the kangaroo on the right of the box? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A kangaroo is in front of a basket, then the kangaroo jumps to the right of the basket.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the kangaroo in front of the basket? (yes or no)",
+      "Is the kangaroo on the right of the basket? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A kangaroo is on the left of a board, then the kangaroo jumps behind the board.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the kangaroo on the left of the board? (yes or no)",
+      "Is the kangaroo behind the board? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A kangaroo is behind a rock, then the kangaroo jumps to the left of the rock.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the kangaroo behind the rock? (yes or no)",
+      "Is the kangaroo on the left of the rock? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is behind a apple, then the bird flies to the right of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird behind the apple? (yes or no)",
+      "Is the bird on the right of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is behind a apple, then the bird flies to the left of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird behind the apple? (yes or no)",
+      "Is the bird on the left of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is behind a apple, then the bird flies to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird behind the apple? (yes or no)",
+      "Is the bird on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the left of a apple, then the bird flies to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the left of the apple? (yes or no)",
+      "Is the bird on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the right of a apple, then the bird flies to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the right of the apple? (yes or no)",
+      "Is the bird on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the left of a lightbulb, then the bird flies behind the lightbulb.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the left of the lightbulb? (yes or no)",
+      "Is the bird behind the lightbulb? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is in front of a table, then the bird flies to the right of the table.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird in front of the table? (yes or no)",
+      "Is the bird on the right of the table? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the right of a lightbulb, then the bird flies behind the lightbulb.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the right of the lightbulb? (yes or no)",
+      "Is the bird behind the lightbulb? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is above a tree, then the bird flies to the left of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird above the tree? (yes or no)",
+      "Is the bird on the left of the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is above a tree, then the bird flies to the right of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird above the tree? (yes or no)",
+      "Is the bird on the right of the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is above a tree, then the bird flies to the front of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird above the tree? (yes or no)",
+      "Is the bird on the front of the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is above a tree, then the bird flies to the back of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird above the tree? (yes or no)",
+      "Is the bird on the back of the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the left a tree, then the bird flies to the above of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the left of the tree? (yes or no)",
+      "Is the bird above the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is on the right a tree, then the bird flies to the above of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird on the right of the tree? (yes or no)",
+      "Is the bird above the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is in the front a tree, then the bird flies to the above of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird in front of the tree? (yes or no)",
+      "Is the bird above the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bird is behind a tree, then the bird flies to the above of the tree.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the bird behind the tree? (yes or no)",
+      "Is the bird above the tree? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is behind a apple, then the monkey jumps to the right of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey behind the apple? (yes or no)",
+      "Is the monkey on the right of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is behind a apple, then the monkey jumps to the left of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey behind the apple? (yes or no)",
+      "Is the monkey on the left of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is behind a apple, then the monkey jumps to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey behind the apple? (yes or no)",
+      "Is the monkey on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is on the left of a apple, then the monkey jumps to the behind of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey on the left of the apple? (yes or no)",
+      "Is the monkey behind the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is on the left of a apple, then the monkey jumps to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey on the left of the apple? (yes or no)",
+      "Is the monkey on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is on the right of a apple, then the monkey jumps to the left of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey on the right of the apple? (yes or no)",
+      "Is the monkey on the left of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is on the right of a apple, then the monkey jumps to the behind of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey on the right of the apple? (yes or no)",
+      "Is the monkey behind the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is on the right of a apple, then the monkey jumps to the front of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey on the right of the apple? (yes or no)",
+      "Is the monkey on the front of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is in the front of a apple, then the monkey jumps to the right of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey in front of the apple? (yes or no)",
+      "Is the monkey on the right of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is in the front of a apple, then the monkey jumps to the left of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey in front of the apple? (yes or no)",
+      "Is the monkey on the left of the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A monkey is in the front of a apple, then the monkey jumps to the behind of the apple.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the monkey in front of the apple? (yes or no)",
+      "Is the monkey behind the apple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is on the left of a car, then the elephant walks to the back of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant on the left of the car? (yes or no)",
+      "Is the elephant on the back of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is on the right of a car, then the elephant walks to the back of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant on the right of the car? (yes or no)",
+      "Is the elephant on the back of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is in front of a car, then the elephant walks to back of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant in front of the car? (yes or no)",
+      "Is the elephant on the back of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is on the left of a car, then the elephant walks to the front of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant on the left of the car? (yes or no)",
+      "Is the elephant on the front of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is on the right of a car, then the elephant walks to the front of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant on the right of the car? (yes or no)",
+      "Is the elephant on the front of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An elephant is in front of a car, then the elephant walks to the back of the car.",
+    "dimension": [
+      "Dynamic_Spatial_Relationship"
+    ],
+    "auxiliary_info": [
+      "Is the elephant in front of the car? (yes or no)",
+      "Is the elephant on the back of the car? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing yoga.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing yoga.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are doing yoga.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is running.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is running.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are running.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is walking.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is walking.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are walking.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is dancing.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is dancing.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are dancing.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing basketball.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing basketball.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are playing basketball.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing football.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing football.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are playing football.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is cutting objects.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is cutting objects.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing badminton.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing badminton.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are playing badminton.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing ping-pong.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing ping-pong.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are playing ping-pong.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing gymnastics.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing gymnastics.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are doing gymnastics.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing exercises.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing exercises.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "people are doing exercises.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is riding a bike.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is riding a bike.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is jumping.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A woman is jumping.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on the couch, then suddenly they get up and start sweeping the floor.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is cooking dinner, then they suddenly start organizing the pantry.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is typing on a keyboard, then they suddenly get up and start making the bed.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a glass of water, then they suddenly start cleaning the windows.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a book, then they suddenly start folding laundry.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching TV, then they suddenly get up and start washing dishes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their phone, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a sandwich, then they suddenly start organizing the bookshelf.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly get up and start stretching.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is preparing a salad, then they suddenly start rearranging the furniture.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is talking on the phone, then they suddenly start folding paper airplanes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is cleaning the kitchen, then they suddenly start mopping the floor.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is writing an email, then they suddenly get up and start baking cookies.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start making coffee.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing their hands, then they suddenly start arranging the pillows on the couch.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is exercising, then they suddenly start making lunch.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their closet, then they suddenly start tidying the garage.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the table, then they suddenly start drawing on a notepad.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start folding the laundry.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a movie, then they suddenly get up and start sweeping the porch.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating lunch, then they suddenly start cleaning the car.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly get up and start doing push-ups.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is playing a game on their phone, then they suddenly start cleaning the bathroom.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding towels, then they suddenly start painting a picture.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is brushing their teeth, then they suddenly start making breakfast.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the kitchen table, then they suddenly get up and start doing the dishes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking coffee, then they suddenly get up and start sweeping the garage.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is texting, then they suddenly get up and start vacuuming the floor.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading the news, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly stand up and start stretching.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing the dishes, then they suddenly start sweeping the floor.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is scrolling through their phone, then they suddenly get up and start organizing the kitchen.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their email, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start cleaning the floor.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking water, then they suddenly start organizing their desk.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is working on a project, then they suddenly start cooking dinner.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating dinner, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding clothes, then they suddenly get up and start reading a book.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on a chair, then they suddenly start cleaning the desk.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a video, then they suddenly get up and start sweeping the yard.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is putting on shoes, then they suddenly start making a sandwich.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their calendar, then they suddenly get up and start folding clothes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is doing yoga, then they suddenly get up and start making dinner.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their desk, then they suddenly start doing the dishes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is getting ready for work, then they suddenly start cleaning the kitchen.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a smoothie, then they suddenly start folding clothes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a magazine, then they suddenly get up and start organizing the closet.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A person is listening to music, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a cup of water to another.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person passes a ball to another.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people shake hands.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person ties the shoelaces of another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person opens the door for another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people exchange a book.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person puts a coat on another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person places a chair for another to sit in.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are passing a stack of papers between them.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a pen to another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are playing catch.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person picks up something dropped by another.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another into a car.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people push a heavy cart together.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person places a blanket over another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are building a puzzle together.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person picks up a fallen hat and hands it to another.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the glasses of another.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are helping each other lift a large box.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a tissue to another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people hold a ladder while the other climbs.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands another person a glass of juice.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are playing tug-of-war with a rope.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person ties a scarf around another person\u2019s neck.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people exchange a handshake while holding a suitcase.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person put on a helmet.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are lifting a table together.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a phone to another person.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are assembling furniture together.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the collar of another person\u2019s shirt.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are feeding each other at a picnic.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person hands another a piece of cake.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are hanging a picture on the wall.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "One person points to something while the other looks.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "Two people are exchanging keys.",
+    "dimension": [
+      "Human_Anatomy"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing yoga.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing yoga.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is running.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is running.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is walking.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is walking.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is dancing.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is dancing.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing basketball.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing basketball.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing football.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing football.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is cutting objects.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is cutting objects.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing badminton.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing badminton.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing ping-pong.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing ping-pong.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing gymnastics.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing gymnastics.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing exercises.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing exercises.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is riding a bike.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is riding a bike.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is jumping.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A woman is jumping.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on the couch, then suddenly they get up and start sweeping the floor.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is cooking dinner, then they suddenly start organizing the pantry.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is typing on a keyboard, then they suddenly get up and start making the bed.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a glass of water, then they suddenly start cleaning the windows.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a book, then they suddenly start folding laundry.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching TV, then they suddenly get up and start washing dishes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their phone, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a sandwich, then they suddenly start organizing the bookshelf.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly get up and start stretching.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is preparing a salad, then they suddenly start rearranging the furniture.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is talking on the phone, then they suddenly start folding paper airplanes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is cleaning the kitchen, then they suddenly start mopping the floor.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is writing an email, then they suddenly get up and start baking cookies.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start making coffee.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing their hands, then they suddenly start arranging the pillows on the couch.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is exercising, then they suddenly start making lunch.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their closet, then they suddenly start tidying the garage.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the table, then they suddenly start drawing on a notepad.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start folding the laundry.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a movie, then they suddenly get up and start sweeping the porch.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating lunch, then they suddenly start cleaning the car.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly get up and start doing push-ups.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is playing a game on their phone, then they suddenly start cleaning the bathroom.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding towels, then they suddenly start painting a picture.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is brushing their teeth, then they suddenly start making breakfast.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the kitchen table, then they suddenly get up and start doing the dishes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking coffee, then they suddenly get up and start sweeping the garage.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is texting, then they suddenly get up and start vacuuming the floor.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading the news, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly stand up and start stretching.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing the dishes, then they suddenly start sweeping the floor.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is scrolling through their phone, then they suddenly get up and start organizing the kitchen.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their email, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start cleaning the floor.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking water, then they suddenly start organizing their desk.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is working on a project, then they suddenly start cooking dinner.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating dinner, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding clothes, then they suddenly get up and start reading a book.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on a chair, then they suddenly start cleaning the desk.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a video, then they suddenly get up and start sweeping the yard.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is putting on shoes, then they suddenly start making a sandwich.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their calendar, then they suddenly get up and start folding clothes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is doing yoga, then they suddenly get up and start making dinner.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their desk, then they suddenly start doing the dishes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is getting ready for work, then they suddenly start cleaning the kitchen.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a smoothie, then they suddenly start folding clothes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a magazine, then they suddenly get up and start organizing the closet.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A person is listening to music, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Human_Clothes"
+    ]
+  },
+  {
+    "prompt_en": "A man is doing yoga.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is running.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is dancing.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is dancing.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing basketball.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing basketball.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is cutting objects.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing badminton.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A man is playing ping-pong.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is playing ping-pong.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing gymnastics.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is doing exercises.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A woman is jumping.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a glass of water, then they suddenly start cleaning the windows.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a book, then they suddenly start folding laundry.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their phone, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a sandwich, then they suddenly start organizing the bookshelf.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly get up and start stretching.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is cleaning the kitchen, then they suddenly start mopping the floor.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is writing an email, then they suddenly get up and start baking cookies.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is exercising, then they suddenly start making lunch.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their closet, then they suddenly start tidying the garage.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the table, then they suddenly start drawing on a notepad.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start folding the laundry.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a movie, then they suddenly get up and start sweeping the porch.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating lunch, then they suddenly start cleaning the car.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly get up and start doing push-ups.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is playing a game on their phone, then they suddenly start cleaning the bathroom.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is brushing their teeth, then they suddenly start making breakfast.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking coffee, then they suddenly get up and start sweeping the garage.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is texting, then they suddenly get up and start vacuuming the floor.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading the news, then they suddenly start watering the plants.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly stand up and start stretching.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing the dishes, then they suddenly start sweeping the floor.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their email, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking water, then they suddenly start organizing their desk.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is working on a project, then they suddenly start cooking dinner.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding clothes, then they suddenly get up and start reading a book.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on a chair, then they suddenly start cleaning the desk.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start making a phone call.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a video, then they suddenly get up and start sweeping the yard.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is doing yoga, then they suddenly get up and start making dinner.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their desk, then they suddenly start doing the dishes.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is getting ready for work, then they suddenly start cleaning the kitchen.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a smoothie, then they suddenly start folding clothes.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a magazine, then they suddenly get up and start organizing the closet.",
+    "dimension": [
+      "Human_Identity"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a cup of water to another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person passes a ball to another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people shake hands.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person ties the shoelaces of another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person opens the door for another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people exchange a book.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person puts a coat on another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person places a chair for another to sit in.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are passing a stack of papers between them.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a pen to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are playing catch.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person picks up something dropped by another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another into a car.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people push a heavy cart together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person places a blanket over another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are building a puzzle together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person picks up a fallen hat and hands it to another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the glasses of another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are helping each other lift a large box.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a tissue to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people hold a ladder while the other climbs.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands another person a glass of juice.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are playing tug-of-war with a rope.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person ties a scarf around another person\u2019s neck.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people exchange a handshake while holding a suitcase.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person put on a helmet.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are lifting a table together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a phone to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are assembling furniture together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the collar of another person\u2019s shirt.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are feeding each other at a picnic.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands another a piece of cake.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are hanging a picture on the wall.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person points to something while the other looks.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are exchanging keys.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person lifts another person\u2019s suitcase.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are riding a tandem bicycle together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person pushes another person in a wheelchair.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are carrying a large painting together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person passes a pen to another person to sign something.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are holding hands while walking.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person brushes the hair of another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are clearing a table together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person holds an umbrella over another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are packing a suitcase together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person is handing a remote control to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are walking side by side down a hallway.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person tie a bow tie.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are exchanging business cards.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person gently lifts another person\u2019s chin.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are pushing a stroller together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person ties a ribbon around another person\u2019s wrist.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are holding hands while sitting on a bench.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the tie of another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are unloading groceries from a car.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person pick up their books.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are placing food on a barbecue grill together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a map to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are sweeping the floor together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person holds a flashlight while another searches for something.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are measuring something with a tape measure.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person opens a window for another.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are holding a ladder while the other climbs.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person picks out clothes for another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are planting a tree together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person onto a boat.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are putting up Christmas decorations together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person fills another person\u2019s cup with tea.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are tying balloons together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person is passing a towel to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are carrying a heavy box up the stairs.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person cleans another person\u2019s shoes.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are changing a flat tire on a car together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person passes a drink to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are cutting vegetables together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person put on a glove.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are practicing martial arts together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person folds a shirt for another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are pushing a cart of laundry.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person tie their shoes.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are assembling a tent together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a notebook to another person.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are folding towels together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person holds a door open while the other walks through.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are wrapping a gift together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person lifts a suitcase for another person to carry.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are drawing a picture together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person cleans another person\u2019s glasses.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are loading boxes into a car together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person set the table.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are cleaning windows together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands another person a glass of wine.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are putting on makeup together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person brushes the dust off another person\u2019s jacket.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are fixing a broken chair together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person adjusts the settings on another person\u2019s phone.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are washing a car together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person helps another person clean their shoes.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "Two people are putting away groceries together.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "One person hands a camera to another person to take a photo.",
+    "dimension": [
+      "Human_Interaction"
+    ]
+  },
+  {
+    "prompt_en": "An orange dog is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange dog"
+  },
+  {
+    "prompt_en": "Two orange dogs are running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.orange dog"
+  },
+  {
+    "prompt_en": "A brown dog is on the left of an apple, then the dog moves to the right of the apple.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.brown dog"
+  },
+  {
+    "prompt_en": "An orange cat is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat"
+  },
+  {
+    "prompt_en": "An orange cat and a white cat are running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat and 1.white cat"
+  },
+  {
+    "prompt_en": "An orange cat and a white cat are fighting.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat and 1.white cat"
+  },
+  {
+    "prompt_en": "An orange cat is on the left of an apple, then the cat moves to the right of the apple.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat"
+  },
+  {
+    "prompt_en": "A beige tiger is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.beige tiger"
+  },
+  {
+    "prompt_en": "Two sandy kangaroos are jumping.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.sandy kangaroo"
+  },
+  {
+    "prompt_en": "Two sandy kangaroos are fighting.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.sandy kangaroo"
+  },
+  {
+    "prompt_en": "A giraffe is walking.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.giraffe"
+  },
+  {
+    "prompt_en": "Two giraffes are walking.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.giraffe"
+  },
+  {
+    "prompt_en": "A brown bear is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.brown bear"
+  },
+  {
+    "prompt_en": "Two brown bears are running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.brown bear"
+  },
+  {
+    "prompt_en": "A orange fox is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange fox"
+  },
+  {
+    "prompt_en": "A white sheep is walking.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.white sheep"
+  },
+  {
+    "prompt_en": "Two white sheep are walking.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.white sheep"
+  },
+  {
+    "prompt_en": "Two white sheep are eating grass.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.white sheep"
+  },
+  {
+    "prompt_en": "Two blue birds flies through the sky, coming close to each other and forming a complex formation.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.blue bird"
+  },
+  {
+    "prompt_en": "A ball rolls off the table.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.ball"
+  },
+  {
+    "prompt_en": "A blue ball rolls off the table.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.blue ball"
+  },
+  {
+    "prompt_en": "A red ball bouncing down stairs",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red ball"
+  },
+  {
+    "prompt_en": "A red ball and a blue ball bouncing down stairs",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red ball and 1.blue ball"
+  },
+  {
+    "prompt_en": "A red ball falls from a height, hits the ground, and bounces back up.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red ball"
+  },
+  {
+    "prompt_en": "A red ball and a blue ball fall from a height, hits the ground, and bounces back up.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red ball and 1.blue ball"
+  },
+  {
+    "prompt_en": "Aerial view, aerial view. Aerial view, aerial view. One blue balls and one red balls are on the wooden table and collide horizontally, bird's-eye view.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.blue ball and 1.red ball"
+  },
+  {
+    "prompt_en": "Two basketballs spin rapidly on the floor.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.basketball"
+  },
+  {
+    "prompt_en": "Two footballs spin rapidly on the floor.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.football"
+  },
+  {
+    "prompt_en": "A red car is moving along the road.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red car"
+  },
+  {
+    "prompt_en": "A car speeds along a winding mountain road, with trees rapidly passing by.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.car"
+  },
+  {
+    "prompt_en": "A man and a woman is doing yoga.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.man and 1.woman"
+  },
+  {
+    "prompt_en": "Two people are doing yoga.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.person"
+  },
+  {
+    "prompt_en": "A person is running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.person"
+  },
+  {
+    "prompt_en": "Two people are running.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.person"
+  },
+  {
+    "prompt_en": "A man is playing basketball.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.man"
+  },
+  {
+    "prompt_en": "Two men are playing basketball.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.man"
+  },
+  {
+    "prompt_en": "Two red balloons are floating in the air.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.red balloon"
+  },
+  {
+    "prompt_en": "A top is spinning.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.top"
+  },
+  {
+    "prompt_en": "A red top and a blue top are spinning.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.red top and 1.blue top"
+  },
+  {
+    "prompt_en": "Two red tops are spinning.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.red top"
+  },
+  {
+    "prompt_en": "A drone is floating in the air.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.drone"
+  },
+  {
+    "prompt_en": "A black drone is floating in the air.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.black drone"
+  },
+  {
+    "prompt_en": "Two black drones are floating in the air.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "2.black drone"
+  },
+  {
+    "prompt_en": "A black drone and a blue drone are floating in the air.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.black drone and 1.blue drone"
+  },
+  {
+    "prompt_en": "A droplet of water is falling.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.droplet of water"
+  },
+  {
+    "prompt_en": "A panda changes from small to big.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.panda"
+  },
+  {
+    "prompt_en": "A panda changes from big to small.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.panda"
+  },
+  {
+    "prompt_en": "An orange dog changes from small to big.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange dog"
+  },
+  {
+    "prompt_en": "An orange dog changes from big to small.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange dog"
+  },
+  {
+    "prompt_en": "An orange cat changes from big to small.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat"
+  },
+  {
+    "prompt_en": "A fish changes from small to big.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.fish"
+  },
+  {
+    "prompt_en": "A fish changes from big to small.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.fish"
+  },
+  {
+    "prompt_en": "A beige lion changes from big to small.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.beige lion"
+  },
+  {
+    "prompt_en": "A beige tiger changes from small to big.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.beige tiger"
+  },
+  {
+    "prompt_en": "An orange cat is in front of a tree, then the cat moves to the left of the tree.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.orange cat"
+  },
+  {
+    "prompt_en": "A beige tiger is in front of a tree, then the tiger moves to the left of the tree.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.beige tiger"
+  },
+  {
+    "prompt_en": "A white sheep is in front of a tree, then the sheep moves to the left of the tree.",
+    "dimension": [
+      "Instance_Preservation"
+    ],
+    "auxiliary_info": "1.white sheep"
+  },
+  {
+    "prompt_en": "Equal amounts of yellow and blue paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the blue and yellow paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become green? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "Equal amounts of black and white paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the black and white paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become grey? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "Equal amounts of white and black paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the white and black paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become grey? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "Equal amounts of red and purple paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the red and purple paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become burgundy shade? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "Equal amounts of blue and magenta paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the blue and magenta paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become purple? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "Equal amounts of brown and yellow paint are rapidly combined, with the mixture being vigorously stirred until fully blended.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the brown and yellow paints visibly exist and mix? (yes or no)",
+      "Finally, does the paint become olive color? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of calcium is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the calcium emit flame? (yes or no)",
+      "Does the flame display a orange-red hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of barium is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the barium emit flame? (yes or no)",
+      "Does the flame display a green hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of boric acid is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the boric acid emit flame? (yes or no)",
+      "Does the flame display a green hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of sodium chloride is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the sodium chloride emit flame? (yes or no)",
+      "Does the flame display a yellow hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of iron is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the iron emit flame? (yes or no)",
+      "Does the flame display an orange hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of aluminum is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the aluminum emit flame? (yes or no)",
+      "Does the flame display a white hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of lead is ignited, emitting a vivid and unique flame as it burns steadily.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the lead emit flame? (yes or no)",
+      "Does the flame display a bluish-white hue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fragile egg is dropped onto a hard, concrete floor",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the egg intact, falling and contacting with the floor? (yes or no)",
+      "After contacting with floor, does the egg shatter? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sturdy steel key is dropped onto a hard marble floor",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the steel key fall and contact with the floor? (yes or no)",
+      "After contacting with floor, does the steel key stay no change? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A heavy iron rod is struck with force against a wooden board",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the iron rod fall and contact with the board? (yes or no)",
+      "After contacting with board, does the wooden board cause a visible dent or splinter? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rubber eraser is rubbed against a rough sandpaper surface",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the eraser contact with sandpaper surface? (yes or no)",
+      "After rubbing, does the eraser clearly wear down or deform? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of salt is gently poured into a glass of water.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the water exist, and is the salt poured into it? (yes or no)",
+      "After pouring, does the salt dissolve in the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of oil is gently poured into a glass of milk.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the milk exist, and is the oil poured into it? (yes or no)",
+      "After pouring, is there a distinct layer on top, with no mixing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of flour is gently poured into a glass of water.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the water exist, and is the flour poured into it? (yes or no)",
+      "After pouring, does the flour disperse throughout the water, creating a cloudy suspension? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of orange juice is gently poured into a glass of water.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the water exist, and is the orange juice poured into it? (yes or no)",
+      "After pouring, does the orange juice mix with water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of coffee is gently poured into a glass of milk.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the milk exist, and is the coffee poured into it? (yes or no)",
+      "After pouring, does the coffee mix with milk? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of glycerin is gently poured into a glass of water.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the water exist, and is the glycerin poured into it? (yes or no)",
+      "After pouring, does the glycerin mix with water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of coconut oil is gently poured into a glass of water.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the water exist, and is the coconut oil poured into it? (yes or no)",
+      "After pouring, is there a distinct layer above the water without any mixing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A clear glass of baking soda is gently poured into a glass of vinegar.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the vinegar exist, and is the soda poured into it? (yes or no)",
+      "After pouring, does the soda dissolve in the vinegar with bubbles forming at the interface? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning piece of cardboard was thrown into a pile of dry leaves.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the cardboard burning? (yes or no)",
+      "Finally, does the fire spread with the leaves burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning matchstick was thrown into a pile of dried hay.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the matchstick burning? (yes or no)",
+      "Finally, does the fire spread with the hay burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning candle was thrown into a pile of dry twigs.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the candle burning? (yes or no)",
+      "Finally, does the fire spread with the twigs burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning piece of paper was thrown into a pile of dried flowers.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the paper burning? (yes or no)",
+      "Finally, does the fire spread with the dried flowers burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning match was thrown into a pile of dry paper towels.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the match burning? (yes or no)",
+      "Finally, does the fire spread with the dry paper towels burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small burning piece of wood was thrown into a pile of dry corn stalks.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, does the wood burning? (yes or no)",
+      "Finally, does the fire spread with the dry corn stalks burning? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as sodium hydroxide is added to a glass of red litmus solution.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is something added to the solution and is the solution red? (yes or no)",
+      "Finally, is the solution blue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as ammonia solution is poured into a glass of red cabbage juice.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is something added to the solution and is the solution purple? (yes or no)",
+      "Finally, is the solution green? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as potassium hydroxide is added to a glass of litmus paper.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is something added to the glass and is the litmus paper red? (yes or no)",
+      "Finally, is the litmus paper blue? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as sodium bicarbonate is added to a cup of vinegar.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is something added to the cup? (yes or no)",
+      "After adding something, does bubbling and fizzing phenomenon occur? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as lime juice is added to a solution of blue litmus paper.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is juice added to the solution and is the litmus paper blue? (yes or no)",
+      "Finally, is the litmus paper red? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as sulfuric acid is added to a solution of sodium bicarbonate.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is some liquid added to the solution? (yes or no)",
+      "After adding liquid, is bubbles forming and releasing gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as a drop of hydrochloric acid is added to a blue litmus solution.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid added to the solution and is the litmus paper blue? (yes or no)",
+      "Finally, is the litmus paper red? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a piece of toast.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the toast? (yes or no)",
+      "Finally, does the toast shrink and release gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a glass bottle.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the bottle? (yes or no)",
+      "Finally, does the bottle remain unchanged? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a rubber balloon.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the balloon? (yes or no)",
+      "Finally, does the balloon shrink, turn black, and emit gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a plastic spoon.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the spoon? (yes or no)",
+      "Finally, does the spoon shrink, turn black, and emit gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a bar of soap.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the soap? (yes or no)",
+      "Finally, does the soap shrink, turn black, and emit gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the reaction as concentrated sulfuric acid is poured onto a piece of chewing gum.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Initially, is liquid poured to the chewing gum? (yes or no)",
+      "Finally, does the chewing gum shrink, turn black, and emit gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the rusting of a metal fence exposed to outdoor elements over several years.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of fence visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the oxidation of a metal garden trowel left outdoors in the rain over several seasons.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of trowel visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse documents the oxidation process of a metal door knocker exposed to outdoor elements for a long time.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of knocker visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse shows the corrosion of a metal barbecue grill exposed to rain and humidity over several seasons.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of grill visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse records the rusting of a metal water pipe left exposed to air and moisture over several years.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of pipe visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse records the corrosion of a metal toolbox left outside in humid weather for several years.",
+    "dimension": [
+      "Material"
+    ],
+    "auxiliary_info": [
+      "Does the color of toolbox visibly change and become reddish-brown? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bowl of soup is tilted in the space station, with the liquid slowly spreading in all directions.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the liquid form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A jar of peanut butter is opened in the space station, with the viscous liquid slowly dispersing.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the peanut butter form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A container of cream is opened in the space station, with the liquid slowly dispersing into the air.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the cream form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cup of tea is carefully tilted in the space station, and the liquid floats in various directions.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the tea form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bottle of ketchup is gently squeezed in the space station, with the thick liquid spreading into the environment.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the ketchup form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bottle of water is opened in the space station, and the water starts to float out in irregular shapes.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the water form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A container of whipped cream is opened in the space station, and the foam slowly expands in all directions.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the whipped cream form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A glass of apple juice is slowly poured out in the space station, with the liquid floating and splitting into droplets.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Is the background of the video a space station? (yes or no)",
+      "Does the apple form floating blobs and spread in all directions? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A metal spoon is gently placed on the surface of a glass of water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the metal spoon float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A cork is placed on the surface of a bucket filled with water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the cork float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A wooden toy is placed gently on the surface of a small bowl of water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the wooden toy float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A plastic toy is placed on the surface of a pond filled with water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the plastic toy float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A metal coin is gently placed on the surface of a shallow pool of water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Iinitally, does a coin be placed on the water? (yes or no)",
+      "Does the metal coin sink into the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A fishing net is gently placed on the surface of a pond filled with water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the fishing net float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of styrofoam is placed on the surface of a bowl filled with water.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the styrofoam float on the surface of the water? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a wet sponge being compressed between two hands, with the pressure increasing rapidly.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the sponge contact with hands? (yes or no)",
+      "Does the sponge be compressed and the water be expelled out of the sponge? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a cotton ball soaked in water being squeezed by hand, with the pressure increasing rapidly.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the cotton ball contact with hands? (yes or no)",
+      "Does the cotton ball be compressed and the water be expelled out of the cotton ball? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a plastic bottle being squeezed by hand, with the pressure intensifying over time.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the plastic bottle contact with hands? (yes or no)",
+      "Does the plastic bottle deform? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a wet cloth being compressed by hand, with the pressure gradually increasing.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the cloth contact with hands? (yes or no)",
+      "Does the cloth be compressed and the water be expelled out of the cloth? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a juice box being squeezed by hand, with pressure intensifying over time.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the juice box contact with hands? (yes or no)",
+      "Does the juice box be compressed and the water be expelled out of the juice box? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a toothpaste tube being squeezed by hand, with the pressure rapidly increasing.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the toothpaste tube contact with hands? (yes or no)",
+      "Does the toothpaste tube be compressed and the water be expelled out of the toothpaste tube? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of a foam mattress being compressed under pressure, with the pressure increasing over time.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the foam mattress be compressed under pressure over time? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being gradually and forcefully removed from a sealed, empty soda can.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the soda can collapse inward? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being gradually extracted from a sealed, empty plastic bottle with a flexible body.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the plastic bottle crumple and shrink? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being gradually extracted from a sealed, empty rubber balloon.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the balloon shrink and deform? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being gradually and forcefully pulled out from a sealed, empty metal pipe.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the metal pipe crumple inward? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being extracted from a sealed, empty plastic pouch.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the plastic pouch crumple and shrink? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being extracted from a sealed, empty plastic container.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the plastic container shrink? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse of air being extracted from a sealed, empty vacuum chamber.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the vacuum chamber deform inward? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A hand presses a pencil into the surface of a thin plastic bag, with the tip gradually penetrating the material.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pencil contact with plastic bag? (yes or no)",
+      "Does the pencil presse into the plastic bag? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sharp object slowly presses into the surface of a soft balloon, with the point gradually sinking into the rubber.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the sharp object contact with balloon? (yes or no)",
+      "Does the balloon pop? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A pencil slowly presses into the surface of a tightly stretched rubber sheet, with the tip gradually tearing through the material.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pencil contact with rubber sheet? (yes or no)",
+      "Does the rubber sheet tear? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A hand slowly presses a pin into the surface of a stretched plastic sheet, with the tip gradually puncturing the material.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pin contact with plastic sheet? (yes or no)",
+      "Does the plastic sheet be punctured? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A sharp needle slowly presses into the surface of an inflated rubber balloon, with the point gradually puncturing the outer layer.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the needle contact with balloon? (yes or no)",
+      "Does the balloon be punctured and pop? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A hand presses a sharp pencil into the surface of a thin rubber glove, with the tip gradually sinking into the material.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pencil contact with rubber glove? (yes or no)",
+      "Does the rubber glove be punctured? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A needle slowly presses into the surface of an inflated air mattress, with the tip gradually penetrating the fabric.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the needle contact with air mattress? (yes or no)",
+      "Does the air mattress deflate and flatten? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small, elastic rubber bouncy ball is thrown onto the ground, showing its rapid bounce back upon impact.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball fall and impact the floor? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A soft rubber duck is tossed onto the floor, showing its energetic bounce as it strikes the surface.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the rubber duck fall and impact the floor? (yes or no)",
+      "Does the rubber duck bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A rubber dog ball is thrown down onto the floor, displaying its bounce as it hits the ground.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball fall and impact the floor? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A bouncing rubber ball is rolled forcefully towards a wall, with its dynamic bounce captured as it rebounds off the surface.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball impact the wall? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A small rubber beach ball is thrown towards the ground, showing the ball's high bounce after impact with the surface.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball fall and impact the ground? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "An inflatable rubber toy ball is dropped onto the floor, with the bounce showing the material\u2019s elasticity as it rebounds.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball fall and impact the floor? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A colorful rubber ball is dropped from a height, showing the bounce of the ball as it makes contact with the hard floor.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the ball fall and impact the floor? (yes or no)",
+      "Does the ball bounce back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of yellow chalk is used to write on the smooth, white surface of a porcelain board, showing the interaction between the chalk and the surface.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the chalk contact with the board? (yes or no)",
+      "Does the lines be tracing out exactly where the chalk contacts the surface? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A piece of white chalk is used to draw on the rough, grey surface of a concrete wall, showing the frictional interaction between the chalk and the wall.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the chalk contact with the wall? (yes or no)",
+      "Does the continuous mark leave where the chalk contacts the wall? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A blue pen is used to write on the rough, brown paper of a shopping bag, showcasing the interaction between the pen and the bag's surface.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pen contact with the paper? (yes or no)",
+      "Does the continuous ink leave where the pen contacts the paper? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A red paintbrush is used to apply paint to the rough surface of a canvas, showing how the bristles interact with the canvas texture.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the paintbrush contact with the canvas? (yes or no)",
+      "Does the paint mark leave where the paintbrush contacts the canvas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A silver pen is used to write on the rough, textured surface of a cardboard box, capturing the mark left by the pen due to friction.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pen contact with the cardboard box? (yes or no)",
+      "Does the mark leave where the pen contacts the cardboard box? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A pink gel pen is used to write on the rough, textured surface of a piece of fabric, with the pen leaving a mark due to friction.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pen contact with the fabric? (yes or no)",
+      "Does the mark leave where the pen contacts the fabric? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A dark brown pencil is used to write on the rough, textured surface of an old book page, leaving a mark from the pencil's graphite.",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the pencil contact with the book page? (yes or no)",
+      "Does the mark leave where the pencil contacts the book page? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A water droplet slides down the surface of a freshly washed car window, forming a spherical shape as it moves",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A droplet of water glides down the edge of a ceramic plate, remaining spherical due to surface tension",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A water droplet slides off the edge of a porcelain teacup, maintaining a spherical form as it falls",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A water droplet slides down the smooth surface of a marble countertop, remaining spherical due to surface tension",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A droplet of water clings to the edge of a smooth mirror, demonstrating surface tension as it forms a spherical shape",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A water droplet forms on the smooth edge of a plastic cup, maintaining its spherical shape as it rests",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A water droplet slides down the edge of a smooth sheet of aluminum, maintaining its spherical form",
+    "dimension": [
+      "Mechanics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplet slides down? (yes or no)",
+      "Does the water droplet maintain a spherical shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on the couch, then suddenly they get up and start sweeping the floor.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "get up and sweeping"
+    ]
+  },
+  {
+    "prompt_en": "A dog is playing with a ball, then it suddenly starts lying down on the carpet.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing with a ball",
+      "lying down"
+    ]
+  },
+  {
+    "prompt_en": "A person is cooking dinner, then they suddenly start organizing the pantry.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "cooking",
+      "organizing the pantry"
+    ]
+  },
+  {
+    "prompt_en": "A cat is watching birds through the window, then it suddenly starts grooming itself.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "watching",
+      "grooming itself"
+    ]
+  },
+  {
+    "prompt_en": "A person is typing on a keyboard, then they suddenly get up and start making the bed.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "typing on a keyboard",
+      "get up and make the bed"
+    ]
+  },
+  {
+    "prompt_en": "A horse is trotting in the field, then it suddenly starts drinking from a stream.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "trotting in the field",
+      "drinking from a stream"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a glass of water, then they suddenly start cleaning the windows.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking a glass of water",
+      "cleaning the windows"
+    ]
+  },
+  {
+    "prompt_en": "A dog is sitting in the yard, then it suddenly starts running in circles.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting in the yard",
+      "running in circles"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a book, then they suddenly start folding laundry.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "reading a book",
+      "folding laundry"
+    ]
+  },
+  {
+    "prompt_en": "A cat is lying in the sun, then it suddenly starts chasing its tail.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "lying in the sun",
+      "chasing its tail"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching TV, then they suddenly get up and start washing dishes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "watching TV",
+      "get up and wash dishes"
+    ]
+  },
+  {
+    "prompt_en": "A bird is perched on a branch, then it suddenly flies down to the ground.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "perched on a branch",
+      "flying down to the ground"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their phone, then they suddenly start watering the plants.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "checking their phone",
+      "watering the plants"
+    ]
+  },
+  {
+    "prompt_en": "A horse is grazing in the field, then it suddenly starts running across the meadow.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "grazing in the field",
+      "running across the meadow"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a sandwich, then they suddenly start organizing the bookshelf.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "eating a sandwich",
+      "organizing the bookshelf"
+    ]
+  },
+  {
+    "prompt_en": "A dog is barking at a stranger, then it suddenly starts wagging its tail.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "barking at a stranger",
+      "wagging its tail"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly get up and start stretching.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting in a chair",
+      "get up and stretch"
+    ]
+  },
+  {
+    "prompt_en": "A cat is playing with a toy, then it suddenly jumps onto a shelf.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing with a toy",
+      "jumping onto a shelf"
+    ]
+  },
+  {
+    "prompt_en": "A person is preparing a salad, then they suddenly start rearranging the furniture.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "preparing a salad",
+      "rearranging the furniture"
+    ]
+  },
+  {
+    "prompt_en": "A horse is standing still, then it suddenly starts trotting around in a circle.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "standing still",
+      "trotting around in a circle"
+    ]
+  },
+  {
+    "prompt_en": "A person is talking on the phone, then they suddenly start folding paper airplanes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "talking on the phone",
+      "folding paper airplanes"
+    ]
+  },
+  {
+    "prompt_en": "A dog is playing with a stick, then it suddenly starts digging a hole.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing with a stick",
+      "digging a hole"
+    ]
+  },
+  {
+    "prompt_en": "A person is cleaning the kitchen, then they suddenly start mopping the floor.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "cleaning the kitchen",
+      "mopping the floor"
+    ]
+  },
+  {
+    "prompt_en": "A cat is sitting by the door, then it suddenly starts chasing a fly.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting by the door",
+      "chasing a fly"
+    ]
+  },
+  {
+    "prompt_en": "A person is writing an email, then they suddenly get up and start baking cookies.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "writing an email",
+      "get up and bake cookies"
+    ]
+  },
+  {
+    "prompt_en": "A bird is pecking at the ground, then it suddenly flies into the tree.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "pecking",
+      "flying"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start making coffee.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "making coffee"
+    ]
+  },
+  {
+    "prompt_en": "A horse is running in the field, then it suddenly starts walking calmly.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running",
+      "walking calmly"
+    ]
+  },
+  {
+    "prompt_en": "A dog is sleeping on the couch, then it suddenly gets up and starts wagging its tail.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sleeping",
+      "get up and wag tail"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing their hands, then they suddenly start arranging the pillows on the couch.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "washing hands",
+      "arranging pillows"
+    ]
+  },
+  {
+    "prompt_en": "A person is exercising, then they suddenly start making lunch.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "exercising",
+      "making lunch"
+    ]
+  },
+  {
+    "prompt_en": "A cat is chasing a laser pointer, then it suddenly sits down and starts licking its paws.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "chasing",
+      "sit down and lick paws"
+    ]
+  },
+  {
+    "prompt_en": "A dog is running around the yard, then it suddenly stops and lies down in the shade.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running",
+      "lying down in the shade"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their closet, then they suddenly start tidying the garage.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "organizing closet",
+      "tidying garage"
+    ]
+  },
+  {
+    "prompt_en": "A horse is walking slowly, then it suddenly starts trotting.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "walking slowly",
+      "trotting"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the table, then they suddenly start drawing on a notepad.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "drawing on a notepad"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start folding the laundry.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking tea",
+      "folding laundry"
+    ]
+  },
+  {
+    "prompt_en": "A cat is hiding under the table, then it suddenly jumps out and starts scratching the furniture.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "hiding",
+      "jumping out and scratching furniture"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a movie, then they suddenly get up and start sweeping the porch.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "watching movie",
+      "get up and sweep porch"
+    ]
+  },
+  {
+    "prompt_en": "A bird is perched on a fence, then it suddenly flies off to the tree.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "perched",
+      "flying off to the tree"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating lunch, then they suddenly start cleaning the car.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "eating lunch",
+      "cleaning the car"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly get up and start doing push-ups.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "get up and do push-ups"
+    ]
+  },
+  {
+    "prompt_en": "A dog is sitting by the door, then it suddenly starts running in circles.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "running in circles"
+    ]
+  },
+  {
+    "prompt_en": "A person is playing a game on their phone, then they suddenly start cleaning the bathroom.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing game",
+      "cleaning the bathroom"
+    ]
+  },
+  {
+    "prompt_en": "A cat is watching outside, then it suddenly starts stretching.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "watching outside",
+      "stretching"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding towels, then they suddenly start painting a picture.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "folding towels",
+      "painting a picture"
+    ]
+  },
+  {
+    "prompt_en": "A dog is running through the park, then it suddenly starts jumping over logs.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running through the park",
+      "jumping over logs"
+    ]
+  },
+  {
+    "prompt_en": "A person is brushing their teeth, then they suddenly start making breakfast.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "brushing teeth",
+      "making breakfast"
+    ]
+  },
+  {
+    "prompt_en": "A horse is standing in the stable, then it suddenly starts chewing hay.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "standing",
+      "chewing hay"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at the kitchen table, then they suddenly get up and start doing the dishes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting",
+      "get up and do the dishes"
+    ]
+  },
+  {
+    "prompt_en": "A bird is resting in its nest, then it suddenly flies out to catch insects.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "resting in its nest",
+      "flying out and catching insects"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking coffee, then they suddenly get up and start sweeping the garage.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking coffee",
+      "get up and sweep the garage"
+    ]
+  },
+  {
+    "prompt_en": "A horse is grazing near a fence, then it suddenly starts running across the field.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "grazing near a fence",
+      "running across the field"
+    ]
+  },
+  {
+    "prompt_en": "A cat is curled up on the couch, then it suddenly jumps to the window sill.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "curled up on the couch",
+      "jumping to the window sill"
+    ]
+  },
+  {
+    "prompt_en": "A person is texting, then they suddenly get up and start vacuuming the floor.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "texting",
+      "get up and vacuume the floor"
+    ]
+  },
+  {
+    "prompt_en": "A dog is digging a hole in the yard, then it suddenly stops and starts licking its paw.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "digging a hole in the yard",
+      "licking its paw"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading the news, then they suddenly start watering the plants.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "reading the news",
+      "watering the plants"
+    ]
+  },
+  {
+    "prompt_en": "A cat is playing with a ball of yarn, then it suddenly starts lying down to rest.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing with a ball of yarn",
+      "lying down to rest"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting in a chair, then they suddenly stand up and start stretching.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting in a chair",
+      "stand up and stretch"
+    ]
+  },
+  {
+    "prompt_en": "A dog is lying on the couch, then it suddenly jumps off and starts running around.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "lying on the couch",
+      "jumping off and running around"
+    ]
+  },
+  {
+    "prompt_en": "A person is washing the dishes, then they suddenly start sweeping the floor.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "washing the dishes",
+      "sweeping the floor"
+    ]
+  },
+  {
+    "prompt_en": "A horse is standing in the barn, then it suddenly starts shaking its mane.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "standing in the barn",
+      "shaking its mane"
+    ]
+  },
+  {
+    "prompt_en": "A horse is walking along a trail, then it suddenly starts galloping.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "walking along a trail",
+      "galloping"
+    ]
+  },
+  {
+    "prompt_en": "A person is scrolling through their phone, then they suddenly get up and start organizing the kitchen.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "scrolling through their phone",
+      "get up and organize the kitchen"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their email, then they suddenly start making a phone call.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "checking their email",
+      "making a phone call"
+    ]
+  },
+  {
+    "prompt_en": "A dog is playing in the yard, then it suddenly starts laying on the porch.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing in the yard",
+      "laying on the porch"
+    ]
+  },
+  {
+    "prompt_en": "A cat is playing with a toy mouse, then it suddenly starts running up the stairs.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "playing with a toy mouse",
+      "running up the stairs"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting at a desk, then they suddenly start cleaning the floor.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting at a desk",
+      "cleaning the floor"
+    ]
+  },
+  {
+    "prompt_en": "A horse is standing by the fence, then it suddenly starts walking to the barn.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "standing by the fence",
+      "walking to the barn"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking water, then they suddenly start organizing their desk.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking water",
+      "organizing their desk"
+    ]
+  },
+  {
+    "prompt_en": "A dog is lying in the sun, then it suddenly jumps up and starts playing with its owner.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "lying in the sun",
+      "jumping up and playing with its owner"
+    ]
+  },
+  {
+    "prompt_en": "A person is working on a project, then they suddenly start cooking dinner.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "working on a project",
+      "cooking dinner"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating dinner, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "eating dinner",
+      "washing the dishes"
+    ]
+  },
+  {
+    "prompt_en": "A dog is barking at a bird, then it suddenly stops and starts sitting quietly.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "barking at a bird",
+      "sitting quietly"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding clothes, then they suddenly get up and start reading a book.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "folding clothes",
+      "get up and read a book"
+    ]
+  },
+  {
+    "prompt_en": "A horse is running along the beach, then it suddenly stops and starts grazing.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running along the beach",
+      "grazing"
+    ]
+  },
+  {
+    "prompt_en": "A person is sitting on a chair, then they suddenly start cleaning the desk.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting on a chair",
+      "cleaning the desk"
+    ]
+  },
+  {
+    "prompt_en": "A dog is resting on the bed, then it suddenly gets up and starts playing with a toy.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "resting on the bed",
+      "gets up and play with a toy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking tea, then they suddenly start making a phone call.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking tea",
+      "making a phone call"
+    ]
+  },
+  {
+    "prompt_en": "A horse is eating grass, then it suddenly starts trotting around in a circle.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "eating grass",
+      "trotting around in a circle"
+    ]
+  },
+  {
+    "prompt_en": "A person is watching a video, then they suddenly get up and start sweeping the yard.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "watching a video",
+      "get up and sweep the yard"
+    ]
+  },
+  {
+    "prompt_en": "A dog is running through the house, then it suddenly jumps onto the couch.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running through the house",
+      "jumping onto the couch"
+    ]
+  },
+  {
+    "prompt_en": "A person is putting on shoes, then they suddenly start making a sandwich.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "putting on shoes",
+      "making a sandwich"
+    ]
+  },
+  {
+    "prompt_en": "A cat is grooming itself, then it suddenly starts chasing a bug.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "grooming itself",
+      "chasing a bug"
+    ]
+  },
+  {
+    "prompt_en": "A horse is walking in the field, then it suddenly starts galloping in the distance.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "walking in the field",
+      "galloping in the distance"
+    ]
+  },
+  {
+    "prompt_en": "A person is checking their calendar, then they suddenly get up and start folding clothes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "checking their calendar",
+      "get up and fold clothes"
+    ]
+  },
+  {
+    "prompt_en": "A dog is barking at the mailman, then it suddenly starts lying down on the mat.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "barking at the mailman",
+      "lying down on the mat"
+    ]
+  },
+  {
+    "prompt_en": "A person is doing yoga, then they suddenly get up and start making dinner.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "doing yoga",
+      "get up and make dinner"
+    ]
+  },
+  {
+    "prompt_en": "A horse is grazing on grass, then it suddenly starts trotting to the barn.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "grazing on grass",
+      "trotting to the barn"
+    ]
+  },
+  {
+    "prompt_en": "A cat is sitting on the windowsill, then it suddenly jumps down and starts exploring the room.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting on the windowsill",
+      "jumps down and explore the room"
+    ]
+  },
+  {
+    "prompt_en": "A person is organizing their desk, then they suddenly start doing the dishes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "organizing their desk",
+      "doing the dishes"
+    ]
+  },
+  {
+    "prompt_en": "A dog is running in the yard, then it suddenly starts sitting under a tree.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "running in the yard",
+      "sitting under a tree"
+    ]
+  },
+  {
+    "prompt_en": "A person is getting ready for work, then they suddenly start cleaning the kitchen.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "getting ready for work",
+      "cleaning the kitchen"
+    ]
+  },
+  {
+    "prompt_en": "A cat is sitting on a chair, then it suddenly starts playing with a feather toy.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "sitting on a chair",
+      "playing with a feather toy"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a smoothie, then they suddenly start folding clothes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "drinking a smoothie",
+      "folding clothes"
+    ]
+  },
+  {
+    "prompt_en": "A horse is trotting around a stable, then it suddenly stops to drink water.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "trotting around a stable",
+      "drinking water"
+    ]
+  },
+  {
+    "prompt_en": "A person is reading a magazine, then they suddenly get up and start organizing the closet.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "reading a magazine",
+      "get up and organize the closet"
+    ]
+  },
+  {
+    "prompt_en": "A person is listening to music, then they suddenly start washing the dishes.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "listening to music",
+      "washing the dishes"
+    ]
+  },
+  {
+    "prompt_en": "A dog is chasing a ball, then it suddenly stops and lies down to rest.",
+    "dimension": [
+      "Motion_Order_Understanding"
+    ],
+    "auxiliary_info": [
+      "chasing a ball",
+      "lying down to rest"
+    ]
+  },
+  {
+    "prompt_en": "A person is slurping noodles from a steaming bowl.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be slurping noodles? (yes or no)",
+      "Is the person's mouth in contact with the noodles? (yes or no)",
+      "After slurping, is the amount of noodles visibly reduced? (yes or no)",
+      "Is the bowl of noodles remaining after slurping? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating hamburger.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating a hamburger? (yes or no)",
+      "Is the person's mouth in contact with the hamburger? (yes or no)",
+      "After eating, is the hamburger visibly reduced or divided? (yes or no)",
+      "Is the hamburger still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating ice cream.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating ice cream? (yes or no)",
+      "Is the person's mouth in contact with the ice cream? (yes or no)",
+      "After eating, is the ice cream visibly reduced or changed in shape? (yes or no)",
+      "Is the ice cream still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking coffee from a cup.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be drinking coffee? (yes or no)",
+      "Is the person's mouth in contact with the cup? (yes or no)",
+      "After drinking, is the amount of coffee visibly reduced? (yes or no)",
+      "Is the cup remaining after drinking? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is spreading butter on toast.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be spreading butter on the toast? (yes or no)",
+      "Is the butter in contact with the surface of the toast? (yes or no)",
+      "Does the person spread the butter evenly on the toast? (yes or no)",
+      "After spreading, is the surface of the toast visibly changed by the butter? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating spaghetti with a fork.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating spaghetti? (yes or no)",
+      "Is the person's mouth in contact with the spaghetti? (yes or no)",
+      "After eating, is the amount of spaghetti visibly reduced? (yes or no)",
+      "Is the spaghetti still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is biting into an apple.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be biting into the apple? (yes or no)",
+      "Is the person's mouth in contact with the apple? (yes or no)",
+      "After biting, is the apple visibly reduced or damaged? (yes or no)",
+      "Is the part of the apple which interacted with the person remaining? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is peeling a banana.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be peeling the banana? (yes or no)",
+      "Is the banana intact at the beginning of the video? (yes or no)",
+      "Does the person remove the peel from the banana? (yes or no)",
+      "After peeling, is part of the banana's peel visibly removed? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is cutting a watermelon.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person cutting the watermelon? (yes or no)",
+      "Is the watermelon intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts or marks on the surface of the watermelon? (yes or no)",
+      "After cutting, is part of the watermelon visibly separated? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a slice of pizza.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating a slice of pizza? (yes or no)",
+      "Is the person's mouth in contact with the pizza slice? (yes or no)",
+      "After eating, is the pizza slice visibly reduced? (yes or no)",
+      "Is the pizza slice still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is breaking a chocolate bar into pieces.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be breaking the chocolate bar? (yes or no)",
+      "Is the chocolate bar intact at the beginning of the video? (yes or no)",
+      "Does the person leave cracks or marks on the chocolate bar? (yes or no)",
+      "After breaking, is the chocolate bar visibly separated into pieces? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is peeling a boiled egg.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be peeling the boiled egg? (yes or no)",
+      "Is the egg intact at the beginning of the video? (yes or no)",
+      "Is the peel of the boiled egg being removed? (yes or no)",
+      "After peeling, is the egg visibly separated from its shell? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is slicing a cucumber.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person slicing the cucumber? (yes or no)",
+      "Is the cucumber intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts on the surface of the cucumber? (yes or no)",
+      "After slicing, is part of the cucumber visibly separated? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is pouring olive oil into a frying pan.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be pouring olive oil into the frying pan? (yes or no)",
+      "Is the olive oil in contact with the frying pan? (yes or no)",
+      "Does the amount of olive oil in the frying pan visibly increase? (yes or no)",
+      "Is the oil remaining after pouring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is cracking a crab shell.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be cracking the crab shell? (yes or no)",
+      "Is the crab shell intact at the beginning of the video? (yes or no)",
+      "Does the person leave cracks or breaks on the shell? (yes or no)",
+      "After cracking, is part of the crab shell visibly separated? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is cutting a carrot into sticks.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person cutting the carrot? (yes or no)",
+      "Is the carrot intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts or marks on the surface of the carrot? (yes or no)",
+      "After cutting, is part of the carrot visibly separated into sticks? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a hot dog.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating a hot dog? (yes or no)",
+      "Is the person's mouth in contact with the hot dog? (yes or no)",
+      "After eating, is the hot dog visibly reduced? (yes or no)",
+      "Is the hot dog still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is slicing bread with a knife.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person slicing the bread with a knife? (yes or no)",
+      "Is the bread intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts or marks on the surface of the bread? (yes or no)",
+      "After slicing, is part of the bread visibly separated into pieces? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating cereal with milk.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating cereal with milk? (yes or no)",
+      "Is the person's mouth in contact with the cereal? (yes or no)",
+      "After eating, is the amount of cereal or milk visibly reduced? (yes or no)",
+      "Is the cereal or milk still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is spreading jam on bread.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be spreading jam on the bread? (yes or no)",
+      "Is the jam in contact with the surface of the bread? (yes or no)",
+      "Does the person spread the jam evenly on the bread? (yes or no)",
+      "After spreading, is the surface of the bread visibly changed by the jam? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is slicing a peach in half.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person slicing the peach in half? (yes or no)",
+      "Is the peach intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts on the surface of the peach? (yes or no)",
+      "After slicing, is the peach visibly separated into two halves? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating popcorn.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating popcorn? (yes or no)",
+      "Is the person's mouth in contact with the popcorn? (yes or no)",
+      "After eating, is the amount of popcorn visibly reduced? (yes or no)",
+      "Is the popcorn still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is peeling a potato.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be peeling the potato? (yes or no)",
+      "Is the potato intact at the beginning of the video? (yes or no)",
+      "Is the skin of the potato being removed during the peeling process? (yes or no)",
+      "After peeling, is the potato visibly separated from its skin? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is rolling sushi.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person rolling sushi? (yes or no)",
+      "Are the ingredients for the sushi intact at the beginning of the video? (yes or no)",
+      "Does the person roll the sushi ingredients into a cylindrical shape? (yes or no)",
+      "After rolling, is the sushi visibly formed into a roll? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating a chocolate truffle.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating a chocolate truffle? (yes or no)",
+      "Is the person's mouth in contact with the chocolate truffle? (yes or no)",
+      "After eating, is the chocolate truffle visibly reduced? (yes or no)",
+      "Is the chocolate truffle still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking a smoothie from a glass.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be drinking a smoothie? (yes or no)",
+      "Is the person's mouth in contact with the glass? (yes or no)",
+      "After drinking, is the amount of smoothie visibly reduced? (yes or no)",
+      "Is the glass remaining after drinking? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is cutting a bell pepper.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person cutting the bell pepper? (yes or no)",
+      "Is the bell pepper intact at the beginning of the video? (yes or no)",
+      "Does the person leave cuts on the surface of the bell pepper? (yes or no)",
+      "After cutting, is part of the bell pepper visibly separated? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is squeezing ketchup onto a plate.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person squeezing ketchup onto the plate? (yes or no)",
+      "Is the ketchup bottle in contact with the plate? (yes or no)",
+      "Is the amount of ketchup visibly increased on the plate? (yes or no)",
+      "Is the ketchup deformed after squeezing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating pudding with a spoon.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating pudding? (yes or no)",
+      "Is the person's mouth in contact with the spoon? (yes or no)",
+      "After eating, is the amount of pudding visibly reduced? (yes or no)",
+      "Is the spoon remaining after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is drinking juice from a glass.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be drinking juice? (yes or no)",
+      "Is the person's mouth in contact with the glass? (yes or no)",
+      "After drinking, is the amount of juice visibly reduced? (yes or no)",
+      "Is the glass remaining after drinking? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is eating chili with a spoon.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be eating chili with a spoon? (yes or no)",
+      "Is the person's mouth in contact with the spoon? (yes or no)",
+      "After eating, is the amount of chili in the bowl visibly reduced? (yes or no)",
+      "Is the spoon still there after eating? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is walking down the street.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be walking down the street? (yes or no)",
+      "Is the person moving forward in a consistent direction, rather than staying in the same place or moving backward? (yes or no)",
+      "Is the person's position changing relative to the environment (e.g., background, objects) in a way that suggests forward motion? (yes or no)",
+      "Does the person maintain a consistent direction of movement without random or unnatural shifts in their path? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is walking with a backpack.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be walking with a backpack? (yes or no)",
+      "Is the person moving, rather than staying in one place? (yes or no)",
+      "Does the person\u2019s posture appear affected by the weight of the backpack (e.g., slight leaning forward or shoulder strain)? (yes or no)",
+      "Does the person walk smoothly with a natural gait, despite carrying the backpack? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is walking backwards.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be walking backwards? (yes or no)",
+      "Is the person moving backward in a consistent direction, rather than staying in place or moving forward? (yes or no)",
+      "Is the person\u2019s position changing relative to the environment (e.g., background, objects) in a way that suggests backward motion? (yes or no)",
+      "Does the person maintain a consistent direction of movement without random or unnatural shifts in their path while walking backwards? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is walking up the stairs.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be walking up the stairs? (yes or no)",
+      "Is the person moving upward in a consistent direction, rather than staying on the same step or moving downward? (yes or no)",
+      "Does the person\u2019s foot make contact with each stair in a way that suggests natural upward motion? (yes or no)",
+      "Does the person maintain a stable posture and balance while walking up the stairs, without excessive leaning or instability? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is running on the track.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be running on the track? (yes or no)",
+      "Is the person moving forward in a consistent direction, rather than staying in the same place or moving backward? (yes or no)",
+      "Is the person\u2019s position changing relative to the track (e.g., foot movement, distance covered) in a way that suggests forward motion? (yes or no)",
+      "Does the person maintain a consistent direction of movement without random or unnatural shifts in their path while running? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A woman is cutting her hair.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the woman cutting her hair? (yes or no)",
+      "Is the hair intact before the cutting begins? (yes or no)",
+      "Does the woman use scissors or a similar tool to cut the hair? (yes or no)",
+      "After cutting, is the length or shape of the hair visibly changed? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding clothes.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Does the person appear to be folding clothes? (yes or no)",
+      "Is the clothing item intact and unfolded at the beginning of the video? (yes or no)",
+      "Does the person fold the clothing item in half or in a specific pattern? (yes or no)",
+      "After folding, is the clothing item visibly compact or organized? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is painting.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person holding a paintbrush or painting tool? (yes or no)",
+      "Is the person applying paint to a surface? (yes or no)",
+      "Does the person make visible strokes with the paintbrush or tool? (yes or no)",
+      "After painting, does the painted area visibly change in color or texture? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning on the desk lamp.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning on the desk lamp? (yes or no)",
+      "Is the desk lamp in the off position before being turned on? (yes or no)",
+      "Does the desk lamp visibly light up when turned on? (yes or no)",
+      "Is the person\u2019s hand in contact with the lamp switch while turning it on? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning off the desk lamp.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning off the desk lamp? (yes or no)",
+      "Is the desk lamp lit before being turned off? (yes or no)",
+      "Does the desk lamp visibly turn off when switched? (yes or no)",
+      "Is the person\u2019s hand in contact with the lamp switch while turning it off? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is closing the door.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person closing the door? (yes or no)",
+      "Is the door open before being closed? (yes or no)",
+      "Does the person\u2019s hand make contact with the door handle or knob? (yes or no)",
+      "After closing, is the door visibly shut and in a closed position? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is opening the window.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person opening the window? (yes or no)",
+      "Is the window closed and intact before being opened? (yes or no)",
+      "Does the person\u2019s hand make contact with the window handle or latch? (yes or no)",
+      "After opening, is the window visibly ajar or fully opened? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is closing the window.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person closing the window? (yes or no)",
+      "Is the window open before being closed? (yes or no)",
+      "Does the person\u2019s hand make contact with the window handle or latch? (yes or no)",
+      "After closing, is the window visibly shut and in a closed position? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning on the television.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning on the television? (yes or no)",
+      "Is the television off before being turned on? (yes or no)",
+      "Does the television visibly turn on or light up when switched? (yes or no)",
+      "Is the person\u2019s hand in contact with the television remote or power button? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning off the television.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning off the television? (yes or no)",
+      "Is the television on before being turned off? (yes or no)",
+      "Does the television visibly turn off or stop displaying when switched? (yes or no)",
+      "Is the person\u2019s hand in contact with the television remote or power button? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is opening a book.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person opening a book? (yes or no)",
+      "Is the book closed and intact before being opened? (yes or no)",
+      "Does the person make contact with the book\u2019s cover or pages? (yes or no)",
+      "After opening, are the pages visible and the book held open? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning on the fan.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning on the fan? (yes or no)",
+      "Is the fan off before being turned on? (yes or no)",
+      "Does the fan visibly start spinning or light up when turned on? (yes or no)",
+      "Is the person\u2019s hand in contact with the fan's switch or power button? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning off the fan.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning off the fan? (yes or no)",
+      "Is the fan on before being turned off? (yes or no)",
+      "Does the fan visibly stop spinning or turn off when switched? (yes or no)",
+      "Is the person\u2019s hand in contact with the fan's switch or power button? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is picking up the phone.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person picking up the phone? (yes or no)",
+      "Is the phone stationary or resting on a surface before being picked up? (yes or no)",
+      "Does the person\u2019s hand make contact with the phone receiver or handset? (yes or no)",
+      "After picking up, is the phone visibly held to the person\u2019s ear or hand? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is opening the laptop.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person opening the laptop? (yes or no)",
+      "Is the laptop closed and intact before being opened? (yes or no)",
+      "Does the person\u2019s hand make contact with the laptop lid or hinge? (yes or no)",
+      "After opening, is the laptop screen visible and the laptop held in an open position? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is folding the blanket.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person folding the blanket? (yes or no)",
+      "Is the blanket unfolded and intact at the beginning of the video? (yes or no)",
+      "Does the person fold the blanket in half or in a specific pattern? (yes or no)",
+      "After folding, is the blanket visibly compact and organized? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is turning off the stove.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person turning off the stove? (yes or no)",
+      "Is the stove on before being turned off? (yes or no)",
+      "Does the stove visibly turn off when the controls are adjusted? (yes or no)",
+      "Is the person\u2019s hand in contact with the stove knobs or controls while turning it off? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is opening the curtains.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person opening the curtains? (yes or no)",
+      "Are the curtains closed and intact before being opened? (yes or no)",
+      "Does the person\u2019s hand make contact with the curtain or curtain pull? (yes or no)",
+      "After opening, are the curtains visibly parted or pulled back? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is closing the curtains.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person closing the curtains? (yes or no)",
+      "Are the curtains open before being closed? (yes or no)",
+      "Does the person\u2019s hand make contact with the curtain or curtain pull? (yes or no)",
+      "After closing, are the curtains visibly shut and covering the window? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is pulling the blinds up.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person pulling the blinds up? (yes or no)",
+      "Are the blinds down and covering the window before being pulled up? (yes or no)",
+      "Does the person\u2019s hand make contact with the blind cord or mechanism? (yes or no)",
+      "After pulling, are the blinds visibly raised or opened? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is pulling the blinds down.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person pulling the blinds down? (yes or no)",
+      "Are the blinds up or open before being pulled down? (yes or no)",
+      "Does the person\u2019s hand make contact with the blind cord or mechanism? (yes or no)",
+      "After pulling, are the blinds visibly lowered or closed? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A person is moving the chair.",
+    "dimension": [
+      "Motion_Rationality"
+    ],
+    "auxiliary_info": [
+      "Is the person moving the chair? (yes or no)",
+      "Is the chair stationary or resting in one place before being moved? (yes or no)",
+      "Does the person make physical contact with the chair while moving it? (yes or no)",
+      "After moving, is the chair visibly repositioned or placed in a different location? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Castle, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Volcano, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Statue, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Clock Tower, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Playground, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Great Wall of China, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Statue of Liberty, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Taj Mahal, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Pyramids of Giza, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Golden Gate Bridge, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mount Fuji, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Burj Khalifa, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Acropolis, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Stonehenge, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Alhambra, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Petra, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Sagrada Familia, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mount Kilimanjaro, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Neuschwanstein Castle, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mount Sinai, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Yosemite, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mount Ararat, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mount Roraima, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Machu Picchu, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Serengeti, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Ring, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Cone, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Armor, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Shield, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Snowman, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Cadillac, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Retro computer, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Dart Set, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Ficus Bonsai, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bathroom Interior, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Coffee cup with plate, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. The Matrix Red Chair, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Astronomic Map, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Christmas Ball, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Raspberry Pi Pico, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. New York Hot-Dog Cart, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bike, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Jukebox, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Airpods Max, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Chess Piece Queen, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Coffee Grinder, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bread Roll, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Banana, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Sundae, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Jade Sword, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mallet, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Drone, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Knife, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Car, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bag, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Chair, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Sofa, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Lamp, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Watercraft, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Loudsspeaker, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Cabinet, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Telephone, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bathtub, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Faucet, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Clock, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Flowerpot, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Jar, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bottle, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bookshelf, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Train, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Trash Bin, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Motorbike, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Stove, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Mug, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bowl, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Washer, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Helmet, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Microwaves, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Skateboard, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Tower, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Camera, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Basket, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Dishwasher, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Rocket, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Birdhouse, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Earphone, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Microphone, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Remote, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Keyboard, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Trex, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Fern, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Fortre, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Living room, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Bedroom, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Indoor basketball court, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Dining room, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "The camera orbits around. Conference room, the camera circles around.",
+    "dimension": [
+      "Multi-View_Consistency"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of water in an untextured bottle as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the water in a liquid state? (yes or no)",
+      "Finally, does the water freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of a river as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the river in a liquid state? (yes or no)",
+      "Finally, does the river freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of juice in an untextured bottle as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the juice in a liquid state? (yes or no)",
+      "Finally, does the juice freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of milk in an untextured bottle as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the milk in a liquid state? (yes or no)",
+      "Finally, does the milk be thickening and solidification? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of sulfuric acid in an untextured bottle as the temperature significantly drops to 5\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the sulfuric acid in a liquid state? (yes or no)",
+      "Finally, does the sulfuric acid freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of beer in an untextured bottle as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the beer in a liquid state? (yes or no)",
+      "Finally, does the beer freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a piece of ice as the temperature rises to -10\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the ice in a solid state? (yes or no)",
+      "Finally, is the ice in a solid state and retains its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a candle as the temperature rises to 40\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the candle in a solid state? (yes or no)",
+      "Finally, is the candle in a solid state and retains its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of butter as the temperature rises to 25\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the butter in a solid state? (yes or no)",
+      "Finally, does the butter in a solid state and soften around the edges? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a block of cheese as the temperature rises to 5\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the cheese in a solid state? (yes or no)",
+      "Finally, is the cheese in a solid state and retain its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as steam from a hot coffee cup comes into contact with a cold ceramic plate.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as steam from a boiling pot comes into contact with a cold tile wall.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the steam in a gaseous state? (yes or no)",
+      "Finally, does the steam change to water droplets? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as steam from a hot shower comes into contact with a cold towel.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the steam in a gaseous state? (yes or no)",
+      "Finally, does the steam change to water droplets? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of water in a pot as the temperature is 70\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the water in a liquid state? (yes or no)",
+      "Finally, does the water be in a liquid state with only minor surface ripples? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of ethanol in a flask as the temperature is 48\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the ethanol in a liquid state? (yes or no)",
+      "Finally, does the ethanol be in a liquid state with minor expected evaporation or slight fluctuations? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of glycerol in a beaker as the temperature is 260\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the glycerol in a liquid state? (yes or no)",
+      "Finally, is the glycerol in a liquid state with no bubbling or evaporation? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of mercury in a thermometer as the temperature is 326\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the mercury in a liquid state? (yes or no)",
+      "Finally, is the mercury in a liquid state with minor boiling or vaporization? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of honey in a pot as the temperature is 120\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the honey in a liquid state? (yes or no)",
+      "Finally, is the honey in a liquid state with no bubbling or evaporation? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of acetone in an open container as the temperature is 30\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the acetone in a liquid state? (yes or no)",
+      "Finally, is the acetone in a liquid state with vapor rising from the surface? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as water vapor in a humid environment comes into contact with a cold glass surface at 20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as steam in a kitchen environment comes into contact with a cold window at 20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the steam in a gaseous state? (yes or no)",
+      "Finally, does the steam change to water droplets? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as mist in a rainforest comes into contact with a cold metal surface at 20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the mist in a gaseous state? (yes or no)",
+      "Finally, does the mist change to water droplets? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as moisture in the air of a refrigerated room comes into contact with a cold plastic bottle at 20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of naphthalene as it is exposed to a temperature of 50\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the naphthalene in a solid state? (yes or no)",
+      "Finally, is the naphthalene in a solid state and retain its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of iodine crystals as they are exposed to a temperature of 120\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the iodine crystals in a solid state? (yes or no)",
+      "Finally, is the iodine crystals in a solid state and retain its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of camphor as it is exposed to a temperature of 120\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the camphor in a solid state? (yes or no)",
+      "Finally, is the camphor in a solid state and retain its original shape? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of arsenic trioxide as it is exposed to a temperature of 250\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the arsenic trioxide in a solid state? (yes or no)",
+      "Finally, does part of the arsenic trioxide become gas? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of an ocean as the temperature significantly drops below 0\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the water in a liquid state? (yes or no)",
+      "Finally, does the water freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of sulfuric acid in an untextured bottle as the temperature significantly drops to 20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the sulfuric acid in a liquid state? (yes or no)",
+      "Finally, is the sulfuric acid in a liquid state? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of oil in an untextured bottle as the temperature significantly drops below -100\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the oil in a liquid state? (yes or no)",
+      "Finally, does the oil freeze? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a piece of ice as the temperature rises to 10\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the ice in a solid state? (yes or no)",
+      "Finally, does the ice melt with liquid occuring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of butter as the temperature rises to 60\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the butter in a solid state? (yes or no)",
+      "Finally, does the butter melt with liquid occuring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of wax as the temperature rises to 60\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the wax in a solid state? (yes or no)",
+      "Does the wax melt with liquid occuring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a block of cheese as the temperature rises to 60\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the cheese in a solid state? (yes or no)",
+      "Does the cheese melt with liquid occuring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the gradual transformation of a piece of coconut oil as the temperature rises to 30\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the coconut oil in a solid state? (yes or no)",
+      "Does the coconut oil melt with liquid occuring? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of water in a pot as the temperature reaches 130\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the water in a liquid state? (yes or no)",
+      "Finally, is the water boiling with bubbles forming? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of ethanol in a flask as the temperature reaches 108\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the ethanol in a liquid state? (yes or no)",
+      "Finally, is the ethanol boiling with bubbles forming and gas releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of glycerol in a beaker as the temperature reaches 320\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the glycerol in a liquid state? (yes or no)",
+      "Is the glycerol boiling and smoking? (yes or no)",
+      "Finally, does the black residue occur? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of mercury in a thermometer as the temperature reaches 386\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the mercury in a liquid state? (yes or no)",
+      "Finally, is the mercury boiling with bubbles forming and vapor releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of honey in a pot as the temperature reaches 180\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the honey in a liquid state? (yes or no)",
+      "Finally, does the honey boil and turn darker in color? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of acetone in an open container as the temperature reaches 70\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the acetone in a liquid state? (yes or no)",
+      "Finally, is the acetone boiling with bubbles forming and vapor releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of fruit juice in a saucepan as the temperature reaches 130\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the juice in a liquid state? (yes or no)",
+      "Finally, is the juice boiling with bubbles forming and vapor releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as water vapor in a humid environment comes into contact with a cold glass surface at -20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as steam in a kitchen environment comes into contact with a cold window at -20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as mist in a rainforest comes into contact with a cold metal surface at -20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the mist existing? (yes or no)",
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation as fog in a mountainous region comes into contact with a cold car windshield at -20\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the fog existing? (yes or no)",
+      "Does the water droplets or water flow increase compared with the one in beginning of the video? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of dry ice as it is exposed to a temperature of -70\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the dry ice in a solid state? (yes or no)",
+      "Finally, is the dry ice shrinking and the gas releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of iodine crystals as they are exposed to a temperature of 150\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the iodine crystals in a solid state? (yes or no)",
+      "Finally, is the iodine crystals diminishing and the purple vapor releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of camphor as it is exposed to a temperature of 160\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the camphor in a solid state? (yes or no)",
+      "Finally, is the camphor diminishing and the gas releasing? (yes or no)"
+    ]
+  },
+  {
+    "prompt_en": "A timelapse captures the transformation of arsenic trioxide as it is exposed to a temperature of 300\u00b0C.",
+    "dimension": [
+      "Thermotics"
+    ],
+    "auxiliary_info": [
+      "Initially, is the arsenic trioxide in a solid state? (yes or no)",
+      "Finally, is the arsenic trioxide diminishing and the vapor releasing? (yes or no)"
+    ]
+  }
+]
\ No newline at end of file
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/debug-internal.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..f983e6623c2efcb7cbc5f4e5ab33596ad171baf4
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/debug-internal.log
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new file mode 100644
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+{"time":"2026-05-30T21:35:01.738017548Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:35:16.605148795Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11910,"events_lines":2}
+{"time":"2026-05-30T21:35:16.760595072Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:35:31.605689537Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11912,"events_lines":2}
+{"time":"2026-05-30T21:35:31.776711136Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:35:46.60499912Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11914,"events_lines":2}
+{"time":"2026-05-30T21:35:46.747957376Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:36:01.605430031Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11916,"events_lines":2}
+{"time":"2026-05-30T21:36:01.77434856Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:36:16.605287661Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11918,"events_lines":2}
+{"time":"2026-05-30T21:36:16.739028417Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:36:31.605691324Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11920,"events_lines":2}
+{"time":"2026-05-30T21:36:31.737284624Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
+{"time":"2026-05-30T21:36:46.60594589Z","level":"INFO","msg":"filestream: sending request","total_files":1,"events_offset":11922,"events_lines":2}
+{"time":"2026-05-30T21:36:46.752876301Z","level":"INFO","msg":"filestream: request sent","status":"200 OK"}
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/output.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..4e29083860205cc5ff974656b700db102b04bdb5
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/output.log
@@ -0,0 +1,4598 @@
+2026-05-30 21:48:52.445 | INFO     | __main__:print_training_configuration:963 - SYSTEM & HARDWARE CONFIGURATION
+2026-05-30 21:48:52.445 | INFO     | __main__:print_training_configuration:964 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.446 | INFO     | __main__:print_training_configuration:965 - Number of GPUs                                   : 64
+2026-05-30 21:48:52.446 | INFO     | __main__:print_training_configuration:966 - Local rank                                       : 0
+2026-05-30 21:48:52.447 | INFO     | __main__:print_training_configuration:967 - Global rank                                      : 0
+2026-05-30 21:48:52.447 | INFO     | __main__:print_training_configuration:968 - Device                                           : cuda:0
+2026-05-30 21:48:52.448 | INFO     | __main__:print_training_configuration:969 - Master weight dtype                              : torch.float32
+2026-05-30 21:48:52.448 | INFO     | __main__:print_training_configuration:971 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.448 | INFO     | __main__:print_training_configuration:972 - MODEL PARAMETERS & ARCHITECTURE
+2026-05-30 21:48:52.449 | INFO     | __main__:print_training_configuration:973 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.460 | INFO     | __main__:print_training_configuration:976 - Number of total                                  : 8,326,608,160
+2026-05-30 21:48:52.461 | INFO     | __main__:print_training_configuration:977 - Total trainable parameters                        : 8,326,608,160
+2026-05-30 21:48:52.461 | INFO     | __main__:print_training_configuration:978 - DIT model root                                   : ./ckpts
+2026-05-30 21:48:52.462 | INFO     | __main__:print_training_configuration:979 - Transformer version                              : 480p_t2v
+2026-05-30 21:48:52.462 | INFO     | __main__:print_training_configuration:980 - Attention mode                                   : flash
+2026-05-30 21:48:52.463 | INFO     | __main__:print_training_configuration:981 - Gradient checkpointing                           : True
+2026-05-30 21:48:52.463 | INFO     | __main__:print_training_configuration:982 - FSDP enabled                                     : True
+2026-05-30 21:48:52.464 | INFO     | __main__:print_training_configuration:983 - LoRA enabled                                     : False
+2026-05-30 21:48:52.464 | INFO     | __main__:print_training_configuration:984 - Glyph byT5 v2                                    : True
+2026-05-30 21:48:52.464 | INFO     | __main__:print_training_configuration:985 - ByT5 max length                                  : 256
+2026-05-30 21:48:52.465 | INFO     | __main__:print_training_configuration:987 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.465 | INFO     | __main__:print_training_configuration:988 - DISTRIBUTED TRAINING CONFIGURATION
+2026-05-30 21:48:52.466 | INFO     | __main__:print_training_configuration:989 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.466 | INFO     | __main__:print_training_configuration:990 - World size                                       : 64
+2026-05-30 21:48:52.466 | INFO     | __main__:print_training_configuration:991 - DP degree                                        : 32
+2026-05-30 21:48:52.467 | INFO     | __main__:print_training_configuration:992 - DP rank                                          : 0
+2026-05-30 21:48:52.467 | INFO     | __main__:print_training_configuration:993 - SP size                                          : 2
+2026-05-30 21:48:52.468 | INFO     | __main__:print_training_configuration:994 - SP rank                                          : 0
+2026-05-30 21:48:52.468 | INFO     | __main__:print_training_configuration:996 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.468 | INFO     | __main__:print_training_configuration:997 - BATCH SIZE & DATA FLOW CONFIGURATION
+2026-05-30 21:48:52.469 | INFO     | __main__:print_training_configuration:998 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.469 | INFO     | __main__:print_training_configuration:999 - Per GPU batch size                               : 2
+2026-05-30 21:48:52.470 | INFO     | __main__:print_training_configuration:1000 - DP degree batch size                             : 64
+2026-05-30 21:48:52.470 | INFO     | __main__:print_training_configuration:1001 - Gradient accumulation steps                      : 1
+2026-05-30 21:48:52.470 | INFO     | __main__:print_training_configuration:1002 - Num generations                                  : 4
+2026-05-30 21:48:52.471 | INFO     | __main__:print_training_configuration:1003 - Use same noise                                   : False
+2026-05-30 21:48:52.471 | INFO     | __main__:print_training_configuration:1004 - Num workers                                      : 4
+2026-05-30 21:48:52.471 | INFO     | __main__:print_training_configuration:1005 - Prefetch factor                                  : 2
+2026-05-30 21:48:52.472 | INFO     | __main__:print_training_configuration:1007 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.472 | INFO     | __main__:print_training_configuration:1008 - OPTIMIZATION CONFIGURATION
+2026-05-30 21:48:52.473 | INFO     | __main__:print_training_configuration:1009 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.473 | INFO     | __main__:print_training_configuration:1010 - Optimizer                                        : muon
+2026-05-30 21:48:52.473 | INFO     | __main__:print_training_configuration:1011 - Learning rate                                    : 1e-05
+2026-05-30 21:48:52.474 | INFO     | __main__:print_training_configuration:1012 - Weight decay                                     : 0.01
+2026-05-30 21:48:52.474 | INFO     | __main__:print_training_configuration:1013 - Max gradient norm                                : 1.0
+2026-05-30 21:48:52.474 | INFO     | __main__:print_training_configuration:1014 - LR scheduler                                     : constant
+2026-05-30 21:48:52.475 | INFO     | __main__:print_training_configuration:1015 - Warmup steps                                     : 500
+2026-05-30 21:48:52.475 | INFO     | __main__:print_training_configuration:1016 - Max training steps                               : 10000
+2026-05-30 21:48:52.476 | INFO     | __main__:print_training_configuration:1018 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.476 | INFO     | __main__:print_training_configuration:1019 - INFERENCE & VALIDATION CONFIGURATION
+2026-05-30 21:48:52.476 | INFO     | __main__:print_training_configuration:1020 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.477 | INFO     | __main__:print_training_configuration:1021 - Validation interval                              : 0
+2026-05-30 21:48:52.477 | INFO     | __main__:print_training_configuration:1022 - Validate at step 0                               : False
+2026-05-30 21:48:52.478 | INFO     | __main__:print_training_configuration:1023 - Validation video length                          : 121
+2026-05-30 21:48:52.478 | INFO     | __main__:print_training_configuration:1024 - Validation global seed                           : 930
+2026-05-30 21:48:52.478 | INFO     | __main__:print_training_configuration:1025 - Validation inference steps                        : 40
+2026-05-30 21:48:52.479 | INFO     | __main__:print_training_configuration:1026 - Validation aspect ratio                          : 16:9
+2026-05-30 21:48:52.479 | INFO     | __main__:print_training_configuration:1027 - Validation fixed size                            : 480x864
+2026-05-30 21:48:52.480 | INFO     | __main__:print_training_configuration:1028 - Validation prompt rewrite                         : False
+2026-05-30 21:48:52.480 | INFO     | __main__:print_training_configuration:1029 - Validation flow shift                             : 5.0
+2026-05-30 21:48:52.480 | INFO     | __main__:print_training_configuration:1030 - Sampling CFG scale                                : 6.0
+2026-05-30 21:48:52.481 | INFO     | __main__:print_training_configuration:1031 - Sampling eta                                      : 0.5
+2026-05-30 21:48:52.481 | INFO     | __main__:print_training_configuration:1032 - Sampling steps (GRPO rollout)                     : 20
+2026-05-30 21:48:52.481 | INFO     | __main__:print_training_configuration:1033 - Token credit loss mode                            : video_adv
+2026-05-30 21:48:52.482 | INFO     | __main__:print_training_configuration:1034 - Token credit ratio mode                           : uniform_weighted_logprob
+2026-05-30 21:48:52.482 | INFO     | __main__:print_training_configuration:1035 - Token credit shuffle weights                      : False
+2026-05-30 21:48:52.483 | INFO     | __main__:print_training_configuration:1036 - Token credit source model                         : None
+2026-05-30 21:48:52.483 | INFO     | __main__:print_training_configuration:1037 - Token credit advantage source                     : token
+2026-05-30 21:48:52.483 | INFO     | __main__:print_training_configuration:1038 - Random train timestep count                       : False
+2026-05-30 21:48:52.484 | INFO     | __main__:print_training_configuration:1039 - Random train timestep range                       : 1-20
+2026-05-30 21:48:52.484 | INFO     | __main__:print_training_configuration:1043 - SDE type                                          : sage_grpo
+2026-05-30 21:48:52.485 | INFO     | __main__:print_training_configuration:1045 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.485 | INFO     | __main__:print_training_configuration:1046 - GRPO & KL CONFIGURATION
+2026-05-30 21:48:52.485 | INFO     | __main__:print_training_configuration:1047 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.486 | INFO     | __main__:print_training_configuration:1048 - Reward model                                     : video_score2
+2026-05-30 21:48:52.486 | INFO     | __main__:print_training_configuration:1049 - Reward gradient credit                          : True
+2026-05-30 21:48:52.486 | INFO     | __main__:print_training_configuration:1050 - Reward credit frames                            : 8
+2026-05-30 21:48:52.487 | INFO     | __main__:print_training_configuration:1051 - Reward credit max questions                     : 1
+2026-05-30 21:48:52.487 | INFO     | __main__:print_training_configuration:1052 - Reward credit metric                            : weighted
+2026-05-30 21:48:52.488 | INFO     | __main__:print_training_configuration:1063 - Reward checkpoint mode                           : v3
+2026-05-30 21:48:52.488 | INFO     | __main__:print_training_configuration:1064 - KL weight                                        : 1e-05
+2026-05-30 21:48:52.488 | INFO     | __main__:print_training_configuration:1065 - KL coef                                          : 1e-07
+2026-05-30 21:48:52.489 | INFO     | __main__:print_training_configuration:1066 - Use moving KL                                    : True
+2026-05-30 21:48:52.489 | INFO     | __main__:print_training_configuration:1067 - Update ref model step                            : 10
+2026-05-30 21:48:52.490 | INFO     | __main__:print_training_configuration:1068 - Use dual KL                                      : True
+2026-05-30 21:48:52.490 | INFO     | __main__:print_training_configuration:1069 - Dual KL moving weight                            : 1.0
+2026-05-30 21:48:52.490 | INFO     | __main__:print_training_configuration:1070 - Dual KL step weight                              : 0.1
+2026-05-30 21:48:52.491 | INFO     | __main__:print_training_configuration:1071 - KL compute mode                                  : rollout_phase
+2026-05-30 21:48:52.491 | INFO     | __main__:print_training_configuration:1072 - Use grad balancing                               : True
+2026-05-30 21:48:52.492 | INFO     | __main__:print_training_configuration:1073 - Enable timestep permutation                      : True
+2026-05-30 21:48:52.492 | INFO     | __main__:print_training_configuration:1074 - Reference mode offload                           : True
+2026-05-30 21:48:52.492 | INFO     | __main__:print_training_configuration:1076 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.493 | INFO     | __main__:print_training_configuration:1077 - LOGGING & CHECKPOINTING CONFIGURATION
+2026-05-30 21:48:52.493 | INFO     | __main__:print_training_configuration:1078 - --------------------------------------------------------------------------------
+2026-05-30 21:48:52.493 | INFO     | __main__:print_training_configuration:1079 - Output directory                                 : ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-05-30 21:48:52.494 | INFO     | __main__:print_training_configuration:1080 - Checkpoints directory                            : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-05-30 21:48:52.494 | INFO     | __main__:print_training_configuration:1081 - Checkpoint interval                              : 100
+2026-05-30 21:48:52.495 | INFO     | __main__:print_training_configuration:1082 - Timer checkpoint interval                        : 25
+2026-05-30 21:48:52.495 | INFO     | __main__:print_training_configuration:1083 - Auto resume from timer                           : True
+2026-05-30 21:48:52.496 | INFO     | __main__:print_training_configuration:1084 - Timer checkpoint directory                       : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer
+2026-05-30 21:48:52.496 | INFO     | __main__:print_training_configuration:1085 - Log interval                                     : 1
+2026-05-30 21:48:52.497 | INFO     | __main__:print_training_configuration:1086 - Resume checkpoint                                : None
+2026-05-30 21:48:52.497 | INFO     | __main__:print_training_configuration:1087 - Train CSV                                         : ['/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv']
+2026-05-30 21:48:52.498 | INFO     | __main__:print_training_configuration:1088 - Valid CSV                                         : assets/demo_sample.csv
+2026-05-30 21:48:52.498 | INFO     | __main__:print_training_configuration:1089 - Seed                                             : 42
+2026-05-30 21:48:52.498 | INFO     | __main__:print_training_configuration:1090 - WandB enabled                                    : True
+2026-05-30 21:48:52.499 | INFO     | __main__:print_training_configuration:1092 - WandB project                                    : SAGE-GRPO
+2026-05-30 21:48:52.499 | INFO     | __main__:print_training_configuration:1093 - WandB run name                                   : yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-05-30 21:48:52.500 | INFO     | __main__:__init__:951 - [Effective Config] world_size=64, rank=0, local_rank=0, sp_size=2, dp_size=32, dp_rank=0, sp_rank=0, batch_size=2, num_generations=4, grad_accum=1
+2026-05-30 21:48:52.500 | INFO     | __main__:_build_video_dataset:2038 - [Effective GRPO Grouping] video_batch_size=2, dp_replicas=32, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, product=64
+2026-05-30 21:48:53.171 | INFO     | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1
+2026-05-30 21:48:53.172 | INFO     | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done
+2026-05-30 21:48:53.172 | INFO     | __main__:_train_grpo:2121 - Starting GRPO training...
+2026-05-30 21:48:53.173 | INFO     | __main__:_train_grpo:2122 - Max steps: 10000
+2026-05-30 21:48:53.173 | INFO     | __main__:_train_grpo:2123 - Batch size: 2
+2026-05-30 21:48:53.173 | INFO     | __main__:_train_grpo:2124 - Learning rate: 1e-05
+2026-05-30 21:48:53.763 | INFO     | __main__:_resolve_resume_checkpoint:1818 - Auto-resuming from timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-100
+2026-05-30 21:48:53.910 | INFO     | __main__:load_checkpoint:1942 - Loading checkpoint from s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-100
+/usr/local/lib/python3.12/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning.
+  return func(*args, **kwargs)
+2026-05-30 21:55:01.803 | INFO     | __main__:load_checkpoint:1956 - Transformer model state loaded
+2026-05-30 21:55:19.234 | INFO     | __main__:load_checkpoint:1971 - Optimizer state loaded
+2026-05-30 21:55:19.454 | INFO     | __main__:load_checkpoint:1985 - Training state loaded: global_step=100
+2026-05-30 21:55:19.457 | INFO     | __main__:load_checkpoint:2001 - Checkpoint loaded successfully. Resuming from step 100
+Iterator of DistributedSamplerWithStartIndex created.
+2026-05-30 21:55:20.908 | INFO     | __main__:_train_grpo:2151 - [FLAG] post_train train path -> train_one_step
+2026-05-30 21:55:22.256 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 21:55:22.383 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 21:55:22.389 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:18,  3.91s/it][01:18<00:00,  2.98s/it]
+100%|██████████| 20/20 [01:18<00:00,  3.91s/it]
+2026-05-30 21:56:49.589 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000000/group_0/index_7542_seed_28576_dp_0_rank_0_sample_0_slot_0.mp4
+qwen-vl-utils using torchcodec to read video.
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+/usr/local/lib/python3.12/site-packages/torchvision/io/_video_deprecation_warning.py:9: UserWarning: The video decoding and encoding capabilities of torchvision are deprecated from version 0.22 and will be removed in version 0.24. We recommend that you migrate to TorchCodec, where we'll consolidate the future decoding/encoding capabilities of PyTorch: https://github.com/pytorch/torchcodec
+  warnings.warn(
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 21:57:05.709 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 21:57:05.711 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.97s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-05-30 21:58:18.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000000/group_0/index_7542_seed_28577_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 21:58:52.034 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 21:58:58.040 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 21:59:08.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.02s/it]
+2026-05-30 22:01:15.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.76s (2.11min)
+2026-05-30 22:01:16.174 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 22:03:17.883 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 0: training:   0%|          | 0/2 [00:00<?, ?it/s]              2026-05-30 22:03:22.941 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2806 - Rank 0, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05)
+Global Step 0: training:  50%|█████     | 1/2 [03:52<03:52, 232.37s/it]it/s]          2026-05-30 22:10:51.405 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 1, train_steps: 40
+Global Step 0: training: 100%|██████████| 2/2 [07:33<00:00, 226.73s/it]:10, 10.67s/it]
+2026-05-30 22:10:52.486 | INFO     | __main__:_log_precision_diagnostics_once:1624 - [PrecisionDiag] trainable param dtypes: ['torch.float32']
+2026-05-30 22:10:52.496 | INFO     | __main__:_log_precision_diagnostics_once:1627 - [PrecisionDiag] Using composable FSDP2 mixed precision (param_dtype=bf16, reduce_dtype=float32). This path does not maintain an explicit FP32 master-weight copy for parameters.
+2026-05-30 22:10:52.499 | INFO     | __main__:_log_precision_diagnostics_once:1640 - [PrecisionDiag] optimizer tensor-state dtypes: ['torch.float32'] (count=2804)
+2026-05-30 22:10:52.499 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 101	train_steps 40	{'step': '101/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00303622', 'KL_weight': '0.00000396', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '353.81958008', 'grpo_loop_time': '454.02517700', 'ref_model_time': '126.75903320', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87439233', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28955078', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.506e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01506941', 'kl_moving': '0.01506941', 'kl_stepwise': '-2.006e-08', 'gathered_avg_reward_mean': '9.28649902', 'gathered_avg_reward_std': '0.84882671', 'gathered_video_score2_mq_reward_mean': '3.21337891', 'gathered_video_score2_mq_reward_std': '0.24321260', 'gathered_video_score2_overall_reward_mean': '9.28955078', 'gathered_video_score2_overall_reward_std': '0.84651679', 'gathered_video_score2_ta_reward_mean': '3.12475586', 'gathered_video_score2_ta_reward_std': '0.50369608', 'gathered_video_score2_vq_reward_mean': '2.94836426', 'gathered_video_score2_vq_reward_std': '0.41457951', 'gathered_ori_avg_reward_mean': '9.28649902', 'gathered_ori_avg_reward_std': '0.84882671'}
+2026-05-30 22:10:52.775 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 22:10:52.855 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:10:52.866 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.97s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-05-30 22:12:00.534 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000001/group_0/index_6771_seed_33047_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:12:16.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:12:16.904 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:11,  3.60s/it][01:11<00:00,  3.13s/it]
+100%|██████████| 20/20 [01:11<00:00,  3.60s/it]
+2026-05-30 22:13:35.467 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000001/group_0/index_6771_seed_33048_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:14:02.396 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 22:14:02.535 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 22:14:03.400 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.45s/it]
+2026-05-30 22:16:11.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.28s (2.12min)
+2026-05-30 22:16:12.016 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 22:18:16.878 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 1: training:  50%|█████     | 1/2 [03:35<03:35, 215.67s/it]               2026-05-30 22:25:32.508 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 2, train_steps: 80
+Global Step 1: training: 100%|██████████| 2/2 [07:15<00:00, 217.83s/it]:11, 11.03s/it]
+2026-05-30 22:25:33.170 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 102	train_steps 80	{'step': '102/10000', 'learning_rate': '0.00001000', 'loss': '1.001e-07', 'grad_norm': '0.00452325', 'KL_weight': '0.00000792', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '319.18994141', 'grpo_loop_time': '435.66854858', 'ref_model_time': '127.28448486', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84900832', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.68554688', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.779e-09', 'kl_loss': '0.01629138', 'kl_moving': '0.01629138', 'kl_stepwise': '-1.886e-08', 'gathered_avg_reward_mean': '8.68359375', 'gathered_avg_reward_std': '1.09136701', 'gathered_video_score2_mq_reward_mean': '3.06677246', 'gathered_video_score2_mq_reward_std': '0.33505327', 'gathered_video_score2_overall_reward_mean': '8.68554688', 'gathered_video_score2_overall_reward_std': '1.09225452', 'gathered_video_score2_ta_reward_mean': '2.92126465', 'gathered_video_score2_ta_reward_std': '0.62967354', 'gathered_video_score2_vq_reward_mean': '2.69555664', 'gathered_video_score2_vq_reward_std': '0.54566336', 'gathered_ori_avg_reward_mean': '8.68359375', 'gathered_ori_avg_reward_std': '1.09136701'}
+2026-05-30 22:25:33.423 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 22:25:33.508 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:25:33.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  3.03s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-05-30 22:26:42.620 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000002/group_0/index_5387_seed_9522_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:26:55.754 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:26:55.758 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:11,  3.58s/it][01:11<00:00,  3.04s/it]
+100%|██████████| 20/20 [01:11<00:00,  3.58s/it]
+2026-05-30 22:28:14.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000002/group_0/index_5387_seed_9523_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:28:36.345 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 22:28:36.451 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 22:28:37.372 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.51s/it]
+2026-05-30 22:30:39.891 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.15s (2.04min)
+2026-05-30 22:30:40.808 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 22:32:47.741 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 2: training:  50%|█████     | 1/2 [03:35<03:35, 215.47s/it]               2026-05-30 22:40:02.645 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 3, train_steps: 120
+Global Step 2: training: 100%|██████████| 2/2 [07:14<00:00, 217.45s/it]:10, 10.97s/it]
+2026-05-30 22:40:03.330 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 103	train_steps 120	{'step': '103/10000', 'learning_rate': '0.00001000', 'loss': '1.108e-07', 'grad_norm': '0.00498933', 'KL_weight': '0.00000120', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '307.32952881', 'grpo_loop_time': '434.91186523', 'ref_model_time': '122.15171051', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85198760', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.12841797', 'token_credit_video_advantage_mean': '9.080e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.502e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.191e-09', 'kl_loss': '0.01767710', 'kl_moving': '0.01767710', 'kl_stepwise': '-2.015e-08', 'gathered_avg_reward_mean': '9.12622070', 'gathered_avg_reward_std': '1.62042725', 'gathered_video_score2_mq_reward_mean': '3.15795898', 'gathered_video_score2_mq_reward_std': '0.50252938', 'gathered_video_score2_overall_reward_mean': '9.12841797', 'gathered_video_score2_overall_reward_std': '1.62289643', 'gathered_video_score2_ta_reward_mean': '3.15014648', 'gathered_video_score2_ta_reward_std': '0.65373909', 'gathered_video_score2_vq_reward_mean': '2.81811523', 'gathered_video_score2_vq_reward_std': '0.65374637', 'gathered_ori_avg_reward_mean': '9.12622070', 'gathered_ori_avg_reward_std': '1.62042725'}
+2026-05-30 22:40:03.625 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 22:40:03.723 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:40:03.859 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.05s/it][01:00<00:00,  3.01s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.05s/it]
+2026-05-30 22:41:12.391 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000003/group_0/index_3341_seed_10098_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:41:29.339 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:41:29.343 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:09,  3.46s/it][01:09<00:00,  3.03s/it]
+100%|██████████| 20/20 [01:09<00:00,  3.46s/it]
+2026-05-30 22:42:45.171 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000003/group_0/index_3341_seed_10099_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:43:09.821 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 22:43:09.933 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 22:43:10.833 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.99s/it]
+2026-05-30 22:45:16.538 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.11s (2.09min)
+2026-05-30 22:45:17.402 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 22:47:24.529 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 3: training:  50%|█████     | 1/2 [03:33<03:33, 213.73s/it]               2026-05-30 22:54:37.793 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 4, train_steps: 160
+Global Step 3: training: 100%|██████████| 2/2 [07:13<00:00, 216.63s/it]:10, 10.93s/it]
+2026-05-30 22:54:38.495 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 104	train_steps 160	{'step': '104/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00560344', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '313.71881104', 'grpo_loop_time': '433.29003906', 'ref_model_time': '125.11378479', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82666385', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.75488281', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.01745577', 'kl_moving': '0.01745577', 'kl_stepwise': '-1.964e-08', 'gathered_avg_reward_mean': '8.75122070', 'gathered_avg_reward_std': '1.05171764', 'gathered_video_score2_mq_reward_mean': '3.10388184', 'gathered_video_score2_mq_reward_std': '0.31107059', 'gathered_video_score2_overall_reward_mean': '8.75488281', 'gathered_video_score2_overall_reward_std': '1.05350363', 'gathered_video_score2_ta_reward_mean': '2.76489258', 'gathered_video_score2_ta_reward_std': '0.75212902', 'gathered_video_score2_vq_reward_mean': '2.88244629', 'gathered_video_score2_vq_reward_std': '0.50246477', 'gathered_ori_avg_reward_mean': '8.75122070', 'gathered_ori_avg_reward_std': '1.05171764'}
+2026-05-30 22:54:38.715 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 22:54:38.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:54:38.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.99s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-05-30 22:55:46.865 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000004/group_0/index_4150_seed_30223_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:56:01.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 22:56:01.786 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:17,  3.85s/it][01:17<00:00,  3.03s/it]
+100%|██████████| 20/20 [01:17<00:00,  3.85s/it]
+2026-05-30 22:57:25.574 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000004/group_0/index_4150_seed_30224_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 22:57:49.071 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 22:57:49.347 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 22:57:50.296 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.77s/it]
+2026-05-30 22:59:58.490 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.78s (2.13min)
+2026-05-30 22:59:59.449 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 23:02:05.742 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 4: training:  50%|█████     | 1/2 [03:34<03:34, 214.09s/it]               2026-05-30 23:09:18.988 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 5, train_steps: 200
+Global Step 4: training: 100%|██████████| 2/2 [07:13<00:00, 216.59s/it]:10, 10.93s/it]
+2026-05-30 23:09:19.769 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 105	train_steps 200	{'step': '105/10000', 'learning_rate': '0.00001000', 'loss': '1.630e-08', 'grad_norm': '0.00435601', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '320.68164062', 'grpo_loop_time': '433.39529419', 'ref_model_time': '127.78190613', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90652823', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.94384766', 'token_credit_video_advantage_mean': '7.916e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.475e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.164e-08', 'kl_loss': '0.01638576', 'kl_moving': '0.01638577', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '8.94384766', 'gathered_avg_reward_std': '1.08777654', 'gathered_video_score2_mq_reward_mean': '3.14868164', 'gathered_video_score2_mq_reward_std': '0.36636576', 'gathered_video_score2_overall_reward_mean': '8.94384766', 'gathered_video_score2_overall_reward_std': '1.09119654', 'gathered_video_score2_ta_reward_mean': '2.94506836', 'gathered_video_score2_ta_reward_std': '0.55880535', 'gathered_video_score2_vq_reward_mean': '2.85009766', 'gathered_video_score2_vq_reward_std': '0.48713905', 'gathered_ori_avg_reward_mean': '8.94384766', 'gathered_ori_avg_reward_std': '1.08777654'}
+2026-05-30 23:09:20.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 23:09:20.144 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:09:20.162 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  3.05s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-05-30 23:10:28.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000005/group_0/index_7254_seed_11671_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:10:44.003 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:10:44.007 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:20,  4.02s/it][01:20<00:00,  3.13s/it]
+100%|██████████| 20/20 [01:20<00:00,  4.02s/it]
+2026-05-30 23:12:11.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000005/group_0/index_7254_seed_11672_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:12:35.171 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 23:12:35.285 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 23:12:36.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.98s/it]
+2026-05-30 23:14:47.844 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 131.27s (2.19min)
+2026-05-30 23:14:48.855 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 23:16:52.968 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 5: training:  50%|█████     | 1/2 [03:32<03:32, 212.75s/it]               2026-05-30 23:24:04.254 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 6, train_steps: 240
+Global Step 5: training: 100%|██████████| 2/2 [07:11<00:00, 215.64s/it]:10, 10.91s/it]
+2026-05-30 23:24:04.964 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 106	train_steps 240	{'step': '106/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00522837', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '328.73492432', 'grpo_loop_time': '431.28179932', 'ref_model_time': '131.26519775', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87464523', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.39746094', 'token_credit_video_advantage_mean': '-4.075e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.066e-08', 'kl_loss': '0.01570057', 'kl_moving': '0.01570057', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '9.39819336', 'gathered_avg_reward_std': '0.94082862', 'gathered_video_score2_mq_reward_mean': '3.24011230', 'gathered_video_score2_mq_reward_std': '0.42011997', 'gathered_video_score2_overall_reward_mean': '9.39746094', 'gathered_video_score2_overall_reward_std': '0.93714947', 'gathered_video_score2_ta_reward_mean': '3.04992676', 'gathered_video_score2_ta_reward_std': '0.55744290', 'gathered_video_score2_vq_reward_mean': '3.10815430', 'gathered_video_score2_vq_reward_std': '0.42397934', 'gathered_ori_avg_reward_mean': '9.39819336', 'gathered_ori_avg_reward_std': '0.94082862'}
+2026-05-30 23:24:05.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 23:24:05.275 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:24:05.349 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  3.02s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-05-30 23:25:13.874 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000006/group_0/index_3113_seed_32440_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:25:27.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:25:27.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:12,  3.65s/it][01:12<00:00,  3.09s/it]
+100%|██████████| 20/20 [01:12<00:00,  3.65s/it]
+2026-05-30 23:26:47.415 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000006/group_0/index_3113_seed_32441_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:27:13.844 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 23:27:14.006 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 23:27:14.803 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-05-30 23:29:20.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.98s (2.08min)
+2026-05-30 23:29:21.410 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 23:31:29.608 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 6: training:  50%|█████     | 1/2 [03:35<03:35, 215.79s/it]               2026-05-30 23:38:45.285 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 7, train_steps: 280
+Global Step 6: training: 100%|██████████| 2/2 [07:15<00:00, 217.83s/it]:11, 11.06s/it]
+2026-05-30 23:38:46.160 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 107	train_steps 280	{'step': '107/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00410995', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '316.17251587', 'grpo_loop_time': '435.88616943', 'ref_model_time': '124.98022461', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85740650', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.67041016', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.496e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.01625462', 'kl_moving': '0.01625462', 'kl_stepwise': '-2.015e-08', 'gathered_avg_reward_mean': '8.67114258', 'gathered_avg_reward_std': '1.39963973', 'gathered_video_score2_mq_reward_mean': '3.02661133', 'gathered_video_score2_mq_reward_std': '0.46877384', 'gathered_video_score2_overall_reward_mean': '8.67041016', 'gathered_video_score2_overall_reward_std': '1.40169537', 'gathered_video_score2_ta_reward_mean': '2.78063965', 'gathered_video_score2_ta_reward_std': '0.85949630', 'gathered_video_score2_vq_reward_mean': '2.86389160', 'gathered_video_score2_vq_reward_std': '0.45387742', 'gathered_ori_avg_reward_mean': '8.67114258', 'gathered_ori_avg_reward_std': '1.39963973'}
+2026-05-30 23:38:46.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 23:38:46.589 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:38:46.660 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.99s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-05-30 23:39:54.848 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000007/group_0/index_7447_seed_24478_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:40:10.072 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:40:10.076 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:08,  3.42s/it][01:08<00:00,  3.00s/it]
+100%|██████████| 20/20 [01:08<00:00,  3.42s/it]
+2026-05-30 23:41:25.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000007/group_0/index_7447_seed_24479_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:41:47.769 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 23:41:47.900 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 23:41:48.906 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.10s/it]
+2026-05-30 23:43:52.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.38s (2.06min)
+2026-05-30 23:43:53.495 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-30 23:45:54.759 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 7: training:  50%|█████     | 1/2 [03:33<03:33, 213.79s/it]               2026-05-30 23:53:08.955 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 8, train_steps: 320
+Global Step 7: training: 100%|██████████| 2/2 [07:14<00:00, 217.11s/it]:11, 11.03s/it]
+2026-05-30 23:53:09.774 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 108	train_steps 320	{'step': '108/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00443858', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '306.94711304', 'grpo_loop_time': '434.38467407', 'ref_model_time': '123.38285065', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86358285', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.81494141', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.01712894', 'kl_moving': '0.01712895', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '8.81518555', 'gathered_avg_reward_std': '1.28450692', 'gathered_video_score2_mq_reward_mean': '3.04113770', 'gathered_video_score2_mq_reward_std': '0.49790946', 'gathered_video_score2_overall_reward_mean': '8.81494141', 'gathered_video_score2_overall_reward_std': '1.28425121', 'gathered_video_score2_ta_reward_mean': '2.92211914', 'gathered_video_score2_ta_reward_std': '0.55761796', 'gathered_video_score2_vq_reward_mean': '2.85192871', 'gathered_video_score2_vq_reward_std': '0.58295047', 'gathered_ori_avg_reward_mean': '8.81518555', 'gathered_ori_avg_reward_std': '1.28450692'}
+2026-05-30 23:53:10.122 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-30 23:53:10.211 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:53:10.232 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  3.06s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-05-30 23:54:18.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000008/group_0/index_9339_seed_18934_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:54:34.069 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-30 23:54:34.073 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:11,  3.59s/it][01:11<00:00,  3.01s/it]
+100%|██████████| 20/20 [01:11<00:00,  3.59s/it]
+2026-05-30 23:55:52.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000008/group_0/index_9339_seed_18935_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-30 23:56:14.870 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-30 23:56:14.978 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-30 23:56:15.842 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.02s/it]
+2026-05-30 23:58:20.731 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.49s (2.07min)
+2026-05-30 23:58:21.613 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 00:00:25.209 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 8: training:  50%|█████     | 1/2 [03:35<03:35, 215.53s/it]               2026-05-31 00:07:40.417 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 9, train_steps: 360
+Global Step 8: training: 100%|██████████| 2/2 [07:15<00:00, 217.61s/it]:10, 11.00s/it]
+2026-05-31 00:07:41.046 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 109	train_steps 360	{'step': '109/10000', 'learning_rate': '0.00001000', 'loss': '9.546e-09', 'grad_norm': '0.00398214', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '311.44000244', 'grpo_loop_time': '435.21487427', 'ref_model_time': '124.49021149', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84935784', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.81005859', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.630e-09', 'kl_loss': '0.01577064', 'kl_moving': '0.01577064', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '8.80554199', 'gathered_avg_reward_std': '0.97906035', 'gathered_video_score2_mq_reward_mean': '3.11547852', 'gathered_video_score2_mq_reward_std': '0.32194725', 'gathered_video_score2_overall_reward_mean': '8.81005859', 'gathered_video_score2_overall_reward_std': '0.97784764', 'gathered_video_score2_ta_reward_mean': '2.85070801', 'gathered_video_score2_ta_reward_std': '0.57611579', 'gathered_video_score2_vq_reward_mean': '2.83935547', 'gathered_video_score2_vq_reward_std': '0.54400206', 'gathered_ori_avg_reward_mean': '8.80554199', 'gathered_ori_avg_reward_std': '0.97906041'}
+2026-05-31 00:07:41.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 00:07:41.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:07:41.406 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  3.20s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-05-31 00:08:53.625 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000009/group_0/index_3943_seed_33139_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:09:16.385 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:09:16.391 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  3.16s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-05-31 00:10:24.769 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000009/group_0/index_3943_seed_33140_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:10:45.299 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 00:10:45.444 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 00:10:46.235 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.97s/it]
+2026-05-31 00:12:48.879 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 122.20s (2.04min)
+2026-05-31 00:12:49.864 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 00:14:52.724 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 9: training:  50%|█████     | 1/2 [03:33<03:33, 213.22s/it]               2026-05-31 00:22:04.848 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 10, train_steps: 400
+Global Step 9: training: 100%|██████████| 2/2 [07:12<00:00, 216.06s/it]:10, 10.92s/it]
+2026-05-31 00:22:05.460 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 110	train_steps 400	{'step': '110/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.00444653', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '308.51220703', 'grpo_loop_time': '432.13159180', 'ref_model_time': '122.19709015', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85648847', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.21289062', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.395e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-09', 'kl_loss': '0.01582367', 'kl_moving': '0.01582367', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '9.21105957', 'gathered_avg_reward_std': '1.21031797', 'gathered_video_score2_mq_reward_mean': '3.18969727', 'gathered_video_score2_mq_reward_std': '0.42847723', 'gathered_video_score2_overall_reward_mean': '9.21289062', 'gathered_video_score2_overall_reward_std': '1.21040654', 'gathered_video_score2_ta_reward_mean': '3.11816406', 'gathered_video_score2_ta_reward_std': '0.47229999', 'gathered_video_score2_vq_reward_mean': '2.90319824', 'gathered_video_score2_vq_reward_std': '0.53899461', 'gathered_ori_avg_reward_mean': '9.21105957', 'gathered_ori_avg_reward_std': '1.21031797'}
+2026-05-31 00:22:53.979 | INFO     | __main__:maybe_update_ref_model_for_kl:797 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0)
+2026-05-31 00:22:59.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 00:22:59.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:22:59.685 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  3.03s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-05-31 00:24:08.275 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000010/group_0/index_7446_seed_6033_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:24:23.568 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:24:23.572 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:10,  3.52s/it][01:10<00:00,  2.99s/it]
+100%|██████████| 20/20 [01:10<00:00,  3.52s/it]
+2026-05-31 00:25:40.758 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000010/group_0/index_7446_seed_6034_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:26:04.324 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 00:26:04.424 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 00:26:05.612 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-05-31 00:28:11.601 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 125.43s (2.09min)
+2026-05-31 00:28:12.481 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 00:30:15.921 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 10: training:  50%|█████     | 1/2 [03:35<03:35, 215.13s/it]              2026-05-31 00:37:29.372 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 11, train_steps: 440
+Global Step 10: training: 100%|██████████| 2/2 [07:13<00:00, 216.72s/it]10, 11.00s/it]
+2026-05-31 00:37:30.154 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 111	train_steps 440	{'step': '111/10000', 'learning_rate': '0.00001000', 'loss': '-2.049e-08', 'grad_norm': '0.00687381', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '312.89831543', 'grpo_loop_time': '433.62799072', 'ref_model_time': '125.43041992', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84861743', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.14208984', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.049e-08', 'kl_loss': '0.00836093', 'kl_moving': '0.00836093', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '8.13928223', 'gathered_avg_reward_std': '1.56425595', 'gathered_video_score2_mq_reward_mean': '2.87719727', 'gathered_video_score2_mq_reward_std': '0.55920029', 'gathered_video_score2_overall_reward_mean': '8.14208984', 'gathered_video_score2_overall_reward_std': '1.56731367', 'gathered_video_score2_ta_reward_mean': '2.64672852', 'gathered_video_score2_ta_reward_std': '0.69797027', 'gathered_video_score2_vq_reward_mean': '2.61535645', 'gathered_video_score2_vq_reward_std': '0.61378759', 'gathered_ori_avg_reward_mean': '8.13928223', 'gathered_ori_avg_reward_std': '1.56425595'}
+2026-05-31 00:37:30.535 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 00:37:30.628 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:37:30.647 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  3.01s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-05-31 00:38:39.707 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000011/group_0/index_6954_seed_18434_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:38:56.417 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:38:56.420 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:14,  3.75s/it][01:14<00:00,  2.98s/it]
+100%|██████████| 20/20 [01:14<00:00,  3.75s/it]
+2026-05-31 00:40:18.109 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000011/group_0/index_6954_seed_18435_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:40:45.346 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 00:40:45.457 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 00:40:46.304 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.98s/it]
+2026-05-31 00:42:50.198 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.47s (2.06min)
+2026-05-31 00:42:51.045 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 00:44:54.759 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 11: training:  50%|█████     | 1/2 [03:32<03:32, 212.58s/it]              2026-05-31 00:52:06.329 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 12, train_steps: 480
+Global Step 11: training: 100%|██████████| 2/2 [07:11<00:00, 215.79s/it]11, 11.02s/it]
+2026-05-31 00:52:06.996 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 112	train_steps 480	{'step': '112/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00514307', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '320.45404053', 'grpo_loop_time': '431.59179688', 'ref_model_time': '123.46909332', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87855786', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.76513672', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.530e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00694690', 'kl_moving': '0.00694690', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '8.76379395', 'gathered_avg_reward_std': '1.17718017', 'gathered_video_score2_mq_reward_mean': '3.08996582', 'gathered_video_score2_mq_reward_std': '0.40536401', 'gathered_video_score2_overall_reward_mean': '8.76513672', 'gathered_video_score2_overall_reward_std': '1.18205202', 'gathered_video_score2_ta_reward_mean': '2.70239258', 'gathered_video_score2_ta_reward_std': '0.57164490', 'gathered_video_score2_vq_reward_mean': '2.97143555', 'gathered_video_score2_vq_reward_std': '0.63124055', 'gathered_ori_avg_reward_mean': '8.76379395', 'gathered_ori_avg_reward_std': '1.17718017'}
+2026-05-31 00:52:07.232 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 00:52:07.321 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:52:07.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.96s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-05-31 00:53:14.555 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000012/group_0/index_728_seed_22358_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:53:28.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 00:53:28.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:13,  3.67s/it][01:13<00:00,  2.97s/it]
+100%|██████████| 20/20 [01:13<00:00,  3.67s/it]
+2026-05-31 00:54:49.005 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000012/group_0/index_728_seed_22359_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 00:55:21.080 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 00:55:21.193 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 00:55:22.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.99s/it]
+2026-05-31 00:57:25.879 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.24s (2.05min)
+2026-05-31 00:57:26.957 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 00:59:29.916 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 12: training:  50%|█████     | 1/2 [03:35<03:35, 215.65s/it]              2026-05-31 01:06:43.400 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 13, train_steps: 520
+Global Step 12: training: 100%|██████████| 2/2 [07:13<00:00, 216.72s/it]10, 10.79s/it]
+2026-05-31 01:06:44.219 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 113	train_steps 520	{'step': '113/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00543170', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '319.65240479', 'grpo_loop_time': '433.63635254', 'ref_model_time': '123.23564148', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86426747', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72900391', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00811060', 'kl_moving': '0.00811060', 'kl_stepwise': '-2.005e-08', 'gathered_avg_reward_mean': '8.73156738', 'gathered_avg_reward_std': '1.36042428', 'gathered_video_score2_mq_reward_mean': '3.05041504', 'gathered_video_score2_mq_reward_std': '0.43003345', 'gathered_video_score2_overall_reward_mean': '8.72900391', 'gathered_video_score2_overall_reward_std': '1.35688138', 'gathered_video_score2_ta_reward_mean': '2.91845703', 'gathered_video_score2_ta_reward_std': '0.71014410', 'gathered_video_score2_vq_reward_mean': '2.76269531', 'gathered_video_score2_vq_reward_std': '0.56793219', 'gathered_ori_avg_reward_mean': '8.73156738', 'gathered_ori_avg_reward_std': '1.36042440'}
+2026-05-31 01:06:44.435 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 01:06:44.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:06:44.619 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.98s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-05-31 01:07:53.295 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000013/group_0/index_8365_seed_10793_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:08:10.391 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:08:10.394 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:09,  3.49s/it][01:09<00:00,  3.00s/it]
+100%|██████████| 20/20 [01:09<00:00,  3.49s/it]
+2026-05-31 01:09:26.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000013/group_0/index_8365_seed_10794_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:09:51.461 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 01:09:51.572 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 01:09:52.379 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.71s/it]
+2026-05-31 01:11:59.399 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 126.39s (2.11min)
+2026-05-31 01:12:00.298 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 01:14:01.821 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 13: training:  50%|█████     | 1/2 [03:36<03:36, 216.03s/it]              2026-05-31 01:21:15.754 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 14, train_steps: 560
+Global Step 13: training: 100%|██████████| 2/2 [07:13<00:00, 216.97s/it]10, 10.87s/it]
+2026-05-31 01:21:16.434 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 114	train_steps 560	{'step': '114/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00436008', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '315.80801392', 'grpo_loop_time': '433.95483398', 'ref_model_time': '126.39411926', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85786617', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18457031', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.382e-09', 'kl_loss': '0.00672169', 'kl_moving': '0.00672169', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '9.18518066', 'gathered_avg_reward_std': '1.15133917', 'gathered_video_score2_mq_reward_mean': '3.12109375', 'gathered_video_score2_mq_reward_std': '0.35135627', 'gathered_video_score2_overall_reward_mean': '9.18457031', 'gathered_video_score2_overall_reward_std': '1.15277028', 'gathered_video_score2_ta_reward_mean': '3.03967285', 'gathered_video_score2_ta_reward_std': '0.79635459', 'gathered_video_score2_vq_reward_mean': '3.02441406', 'gathered_video_score2_vq_reward_std': '0.44820815', 'gathered_ori_avg_reward_mean': '9.18518066', 'gathered_ori_avg_reward_std': '1.15133917'}
+2026-05-31 01:21:16.681 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 01:21:16.776 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:21:16.870 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.97s/it][00:59<00:00,  2.96s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.97s/it]
+2026-05-31 01:22:23.966 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000014/group_0/index_4241_seed_33057_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:22:41.880 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:22:41.881 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.36s/it][01:07<00:00,  2.95s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.36s/it]
+2026-05-31 01:23:55.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000014/group_0/index_4241_seed_33058_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:24:19.346 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 01:24:19.485 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 01:24:20.639 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.13s/it]
+2026-05-31 01:26:19.399 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 118.28s (1.97min)
+2026-05-31 01:26:20.375 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 01:28:23.752 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 14: training:  50%|█████     | 1/2 [03:33<03:33, 213.92s/it]              2026-05-31 01:35:35.564 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 15, train_steps: 600
+Global Step 14: training: 100%|██████████| 2/2 [07:11<00:00, 215.91s/it]10, 10.83s/it]
+2026-05-31 01:35:36.437 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 115	train_steps 600	{'step': '115/10000', 'learning_rate': '0.00001000', 'loss': '1.059e-08', 'grad_norm': '0.00387077', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '303.63253784', 'grpo_loop_time': '432.06848145', 'ref_model_time': '118.28226471', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87422901', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.82714844', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.895e-09', 'kl_loss': '0.00677431', 'kl_moving': '0.00677431', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '8.82788086', 'gathered_avg_reward_std': '1.05979669', 'gathered_video_score2_mq_reward_mean': '3.08142090', 'gathered_video_score2_mq_reward_std': '0.32255197', 'gathered_video_score2_overall_reward_mean': '8.82714844', 'gathered_video_score2_overall_reward_std': '1.06625557', 'gathered_video_score2_ta_reward_mean': '2.88098145', 'gathered_video_score2_ta_reward_std': '0.72568613', 'gathered_video_score2_vq_reward_mean': '2.86547852', 'gathered_video_score2_vq_reward_std': '0.45891055', 'gathered_ori_avg_reward_mean': '8.82788086', 'gathered_ori_avg_reward_std': '1.05979669'}
+2026-05-31 01:35:36.688 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 01:35:36.782 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:35:36.797 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.97s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-05-31 01:36:44.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000015/group_0/index_6121_seed_22864_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:36:58.348 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:36:58.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:10,  3.52s/it][01:10<00:00,  2.99s/it]
+100%|██████████| 20/20 [01:10<00:00,  3.52s/it]
+2026-05-31 01:38:15.605 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000015/group_0/index_6121_seed_22865_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:38:37.372 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 01:38:37.527 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 01:38:38.421 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-05-31 01:40:43.074 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.29s (2.07min)
+2026-05-31 01:40:44.080 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 01:42:47.922 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 15: training:  50%|█████     | 1/2 [03:35<03:35, 216.00s/it]              2026-05-31 01:50:02.598 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 16, train_steps: 640
+Global Step 15: training: 100%|██████████| 2/2 [07:14<00:00, 217.35s/it]10, 10.94s/it]
+2026-05-31 01:50:03.244 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 116	train_steps 640	{'step': '116/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.00475716', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '307.33465576', 'grpo_loop_time': '434.69976807', 'ref_model_time': '124.29228210', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87041497', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.82104492', 'token_credit_video_advantage_mean': '-4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-09', 'kl_loss': '0.00745961', 'kl_moving': '0.00745961', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '8.82629395', 'gathered_avg_reward_std': '1.86628926', 'gathered_video_score2_mq_reward_mean': '3.04199219', 'gathered_video_score2_mq_reward_std': '0.64428335', 'gathered_video_score2_overall_reward_mean': '8.82104492', 'gathered_video_score2_overall_reward_std': '1.86338556', 'gathered_video_score2_ta_reward_mean': '2.94140625', 'gathered_video_score2_ta_reward_std': '0.72240812', 'gathered_video_score2_vq_reward_mean': '2.84289551', 'gathered_video_score2_vq_reward_std': '0.76803410', 'gathered_ori_avg_reward_mean': '8.82629395', 'gathered_ori_avg_reward_std': '1.86628926'}
+2026-05-31 01:50:03.498 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 01:50:03.591 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:50:03.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.98s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-05-31 01:51:11.040 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000016/group_0/index_3814_seed_28667_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:51:27.725 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 01:51:27.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.38s/it][01:07<00:00,  3.03s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.38s/it]
+2026-05-31 01:52:42.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000016/group_0/index_3814_seed_28668_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 01:53:05.978 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 01:53:06.107 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 01:53:06.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.17s/it]
+2026-05-31 01:55:15.387 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 127.91s (2.13min)
+2026-05-31 01:55:16.329 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 01:57:21.332 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 16: training:  50%|█████     | 1/2 [03:33<03:33, 213.60s/it]              2026-05-31 02:04:32.988 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 17, train_steps: 680
+Global Step 16: training: 100%|██████████| 2/2 [07:11<00:00, 215.83s/it]10, 10.88s/it]
+2026-05-31 02:04:33.621 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 117	train_steps 680	{'step': '117/10000', 'learning_rate': '0.00001000', 'loss': '1.001e-08', 'grad_norm': '0.00483834', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '312.77261353', 'grpo_loop_time': '431.65695190', 'ref_model_time': '127.91491699', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87527943', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.61425781', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.424e-09', 'kl_loss': '0.00734407', 'kl_moving': '0.00734407', 'kl_stepwise': '-1.865e-08', 'gathered_avg_reward_mean': '8.61596680', 'gathered_avg_reward_std': '1.03340828', 'gathered_video_score2_mq_reward_mean': '3.07055664', 'gathered_video_score2_mq_reward_std': '0.32385370', 'gathered_video_score2_overall_reward_mean': '8.61425781', 'gathered_video_score2_overall_reward_std': '1.03185976', 'gathered_video_score2_ta_reward_mean': '2.63464355', 'gathered_video_score2_ta_reward_std': '0.50370514', 'gathered_video_score2_vq_reward_mean': '2.91076660', 'gathered_video_score2_vq_reward_std': '0.49953020', 'gathered_ori_avg_reward_mean': '8.61596680', 'gathered_ori_avg_reward_std': '1.03340828'}
+2026-05-31 02:04:33.949 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 02:04:34.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 02:04:34.057 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  3.11s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-05-31 02:05:42.869 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000017/group_0/index_367_seed_17358_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 02:05:57.400 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 02:05:57.401 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:09,  3.46s/it][01:09<00:00,  3.05s/it]
+100%|██████████| 20/20 [01:09<00:00,  3.46s/it]
+2026-05-31 02:07:13.366 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000017/group_0/index_367_seed_17359_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 02:07:38.764 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 02:07:38.892 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 02:07:39.713 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-05-31 02:09:44.821 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 124.66s (2.08min)
+2026-05-31 02:09:45.855 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 02:11:47.741 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 17: training:  50%|█████     | 1/2 [03:33<03:33, 213.48s/it]              2026-05-31 02:19:00.036 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3244 - Rank 0, sp_rank 0: update step: 18, train_steps: 720
+Global Step 17: training: 100%|██████████| 2/2 [07:12<00:00, 216.14s/it]10, 10.88s/it]
+2026-05-31 02:19:00.830 | INFO     | __main__:_log_progress_step:2097 - Training Progress: update_steps 118	train_steps 720	{'step': '118/10000', 'learning_rate': '0.00001000', 'loss': '1.490e-08', 'grad_norm': '0.00463575', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '311.83816528', 'grpo_loop_time': '432.39996338', 'ref_model_time': '124.65879059', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84452856', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.63671875', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.421e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00757572', 'kl_moving': '0.00757572', 'kl_stepwise': '-1.904e-08', 'gathered_avg_reward_mean': '8.64111328', 'gathered_avg_reward_std': '1.23695886', 'gathered_video_score2_mq_reward_mean': '3.09472656', 'gathered_video_score2_mq_reward_std': '0.36872056', 'gathered_video_score2_overall_reward_mean': '8.63671875', 'gathered_video_score2_overall_reward_std': '1.23405969', 'gathered_video_score2_ta_reward_mean': '2.80773926', 'gathered_video_score2_ta_reward_std': '0.74380684', 'gathered_video_score2_vq_reward_mean': '2.73864746', 'gathered_video_score2_vq_reward_std': '0.55822986', 'gathered_ori_avg_reward_mean': '8.64111328', 'gathered_ori_avg_reward_std': '1.23695886'}
+2026-05-31 02:19:01.055 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1036 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-05-31 02:19:01.141 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 02:19:01.156 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.98s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-05-31 02:20:08.592 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000018/group_0/index_8800_seed_13689_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 02:20:25.899 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1173 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-05-31 02:20:25.903 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1198 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.99s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-05-31 02:21:38.312 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1331 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000018/group_0/index_8800_seed_13690_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-05-31 02:22:01.639 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:808 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-05-31 02:22:01.790 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:876 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-05-31 02:22:02.739 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1566 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.45s/it]
+2026-05-31 02:24:07.067 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1709 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 123.93s (2.07min)
+2026-05-31 02:24:07.962 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2405 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-05-31 02:26:11.759 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2620 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 18: training:   0%|          | 0/2 [00:00<?, ?it/s]
+GRPO TimeStep Training, inner_step 1:   0%|          | 0/20 [00:00<?, ?it/s]
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/requirements.txt b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7d830c6bb5f9c1e65cf06320331480048cb9fc59
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/requirements.txt
@@ -0,0 +1,283 @@
+awscli==1.45.3
+boto3==1.43.3
+botocore==1.43.3
+certifi==2026.4.22
+charset-normalizer==3.4.7
+colorama==0.4.6
+docutils==0.19
+idna==3.13
+jmespath==1.1.0
+pip==26.1.1
+pyasn1==0.6.3
+python-dateutil==2.9.0.post0
+PyYAML==6.0.3
+requests==2.33.1
+rsa==4.7.2
+s3transfer==0.17.0
+six==1.17.0
+urllib3==2.6.3
+py-cpuinfo==9.0.0
+hjson==3.1.0
+easydict==1.13
+braceexpand==0.1.7
+antlr4-python3-runtime==4.9.3
+websocket-client==1.9.0
+webdataset==1.0.2
+triton==3.6.0
+torchcodec==0.13.0+cu130
+tifffile==2026.5.15
+tenacity==9.1.4
+smmap==5.0.3
+sentry-sdk==2.61.0
+sentencepiece==0.2.1
+safetensors==0.7.0
+regex==2026.5.9
+pyarrow==24.0.0
+pyaml==26.2.1
+propcache==0.5.2
+opencv-python-headless==4.13.0.92
+omegaconf==2.3.0
+lightning-utilities==0.15.3
+nvidia-nvtx==13.0.85
+nvidia-nvshmem-cu13==3.4.5
+lazy-loader==0.5
+nvidia-nvjitlink==13.0.88
+nvidia-nccl-cu13==2.28.9
+imageio-ffmpeg==0.6.0
+nvidia-cufile==1.15.1.6
+nvidia-cuda-runtime==13.0.96
+cuda-pathfinder==1.5.5
+nvidia-cuda-nvrtc==13.0.88
+nvidia-cuda-cupti==13.0.85
+nvidia-cublas==13.1.0.3
+multidict==6.7.1
+msgpack==1.1.2
+Mako==1.3.12
+loguru==0.7.3
+lmdb==2.2.0
+ImageIO==2.37.3
+greenlet==3.5.1
+future==1.0.0
+ftfy==6.3.1
+frozenlist==1.8.0
+frozendict==2.4.7
+docstring_parser==0.18.0
+decord==0.6.0
+av==17.0.1
+attrs==26.1.0
+aiohappyeyeballs==2.6.2
+yarl==1.24.2
+typed-argument-parser==1.12.0
+SQLAlchemy==2.0.50
+scikit-image==0.26.0
+qwen-vl-utils==0.0.14
+nvidia-cusparse==12.6.3.3
+xxhash==3.7.0
+nvidia-cufft==12.0.0.61
+flash_attn==2.8.3+cu130torch2.10
+nvidia-cudnn-cu13==9.15.1.9
+huggingface_hub==0.36.2
+gitdb==4.0.12
+ffmpeg-python==0.2.0
+einx==0.4.3
+cupy-cuda12x==14.1.0
+cuda-bindings==13.0.3
+cattrs==26.1.0
+aiosignal==1.4.0
+tokenizers==0.21.4
+typeguard==4.5.2
+nvidia-cusolver==12.0.4.66
+mediapy==1.2.6
+ipdb==0.13.13
+GitPython==3.1.50
+diffusers==0.38.0
+coremltools==9.0
+alembic==1.18.4
+aiohttp==3.13.5
+wandb==0.27.0
+sniffio==1.3.1
+torch==2.10.0+cu130
+dataset==2.0.0
+dashscope==1.25.19
+torchvision==0.25.0+cu130
+torchmetrics==1.9.0
+torchdata==0.8.0
+termcolor==3.3.0
+torchaudio==2.10.0+cu130
+deepspeed==0.19.0
+timm==1.0.27
+pytorch-lightning==2.6.5
+peft==0.19.1
+lpips==0.1.4
+lightning==2.6.5
+shortuuid==1.0.13
+setuptools==82.0.0
+pillow==12.1.1
+numpy==2.4.2
+jiter==0.15.0
+fsspec==2026.2.0
+distro==1.9.0
+dill==0.4.1
+tyro==1.0.13
+tiktoken==0.13.0
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+filelock==3.29.0
+h5py==3.16.0
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+intel-openmp==2026.0.0
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diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/wandb-metadata.json b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..7cd856f26aa0c8e653683b07b3e1593477281ac3
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/files/wandb-metadata.json
@@ -0,0 +1,167 @@
+{
+  "os": "Linux-6.1.163-186.299.amzn2023.x86_64-x86_64-with-glibc2.35",
+  "python": "CPython 3.12.10",
+  "startedAt": "2026-05-30T21:48:51.336923Z",
+  "args": [
+    "--pretrained_model_root",
+    "./ckpts",
+    "--train_video_csv",
+    "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv",
+    "--reward_model",
+    "video_score2",
+    "--reward_weights",
+    "{\"VQ\":1.0,\"MQ\":1.0,\"TA\":1.0}",
+    "--reward_gradient_credit",
+    "True",
+    "--reward_credit_num_frames",
+    "8",
+    "--reward_credit_max_questions",
+    "1",
+    "--reward_credit_metric",
+    "weighted",
+    "--token_credit_loss_mode",
+    "video_adv",
+    "--token_credit_ratio_mode",
+    "uniform_weighted_logprob",
+    "--auto_resume_from_timer",
+    "True",
+    "--learning_rate",
+    "1e-5",
+    "--batch_size",
+    "2",
+    "--num_generations",
+    "4",
+    "--max_steps",
+    "10000",
+    "--output_dir",
+    "./outputs",
+    "--enable_wandb",
+    "True",
+    "--project_name",
+    "SAGE-GRPO",
+    "--run_name",
+    "yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting",
+    "--enable_fsdp",
+    "--enable_gradient_checkpointing",
+    "--sp_size",
+    "2",
+    "--reward_checkpoint_mode",
+    "v3",
+    "--validation_interval",
+    "0",
+    "--validate_at_step0",
+    "False",
+    "--validate_video_length",
+    "121",
+    "--validation_timestep_shift",
+    "5.0",
+    "--use_grad_balancing",
+    "True",
+    "--enable_timestep_permutation",
+    "True",
+    "--sde_type",
+    "sage_grpo",
+    "--kl_weight",
+    "1e-5",
+    "--kl_coef",
+    "1e-7",
+    "--use_moving_KL",
+    "True",
+    "--update_ref_model_step",
+    "10",
+    "--use_dual_kl",
+    "True",
+    "--dual_kl_moving_weight",
+    "1.0",
+    "--dual_kl_step_weight",
+    "0.1",
+    "--reference_mode_offload",
+    "True",
+    "--checkpoints_directory",
+    "s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting"
+  ],
+  "program": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/post_train.py",
+  "codePath": "post_train.py",
+  "codePathLocal": "post_train.py",
+  "git": {
+    "remote": "https://github.com/Tencent-Hunyuan/SAGE-GRPO.git",
+    "commit": "779776e42732e0262b3f2844dd206d9d8f043b2f"
+  },
+  "root": "./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb",
+  "host": "ywang29-hunyuan-sage-vs2-tcva-abl-nw-worker-0",
+  "username": "yi-fan-wang1216",
+  "executable": "/usr/local/bin/python",
+  "cpu_count": 48,
+  "cpu_count_logical": 96,
+  "gpu": "NVIDIA A100-SXM4-80GB",
+  "gpu_count": 8,
+  "disk": {
+    "/": {
+      "total": "7516777873408",
+      "used": "125919944704"
+    }
+  },
+  "memory": {
+    "total": "1204539265024"
+  },
+  "gpu_nvidia": [
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-5d116268-210b-57db-2b03-f1aabeab6fd2"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-b23d9c11-79de-3572-4a00-db7bd0e9b70d"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-4f20ada8-fcc0-b260-b094-0761ca5e508f"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-cd1a414c-3b66-bffa-5d71-4d05864102d8"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-5aa5a39d-c2d7-a96e-7f70-ff385c294b9d"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-6e5af7bd-1fda-e18b-8099-9a420b5fa901"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-2d5becf4-3167-7149-b346-42a95d41af41"
+    },
+    {
+      "name": "NVIDIA A100-SXM4-80GB",
+      "memoryTotal": "85899345920",
+      "cudaCores": 6912,
+      "architecture": "Ampere",
+      "uuid": "GPU-b39fb2e0-d263-ba3f-7517-808e2ec43b86"
+    }
+  ],
+  "cudaVersion": "13.0",
+  "writerId": "ov4fgpb453fgr52zxb6m8bslzqexuh5l"
+}
\ No newline at end of file
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug-internal.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..bbe5b27d38729eb293cd848a4e6cf4898e8c834a
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug-internal.log
@@ -0,0 +1,2227 @@
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diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..660c24cdf65da633a31a0f764ad8a7bd2414d5f1
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260530_214851-dgy7zq92/logs/debug.log
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diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/output.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/output.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a943a426bbb3852c8858bda633b5c22f5130812
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/output.log
@@ -0,0 +1,80811 @@
+2026-06-25 18:01:17.686 | INFO     | __main__:print_training_configuration:970 - SYSTEM & HARDWARE CONFIGURATION
+2026-06-25 18:01:17.687 | INFO     | __main__:print_training_configuration:971 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.687 | INFO     | __main__:print_training_configuration:972 - Number of GPUs                                   : 64
+2026-06-25 18:01:17.688 | INFO     | __main__:print_training_configuration:973 - Local rank                                       : 0
+2026-06-25 18:01:17.689 | INFO     | __main__:print_training_configuration:974 - Global rank                                      : 0
+2026-06-25 18:01:17.689 | INFO     | __main__:print_training_configuration:975 - Device                                           : cuda:0
+2026-06-25 18:01:17.690 | INFO     | __main__:print_training_configuration:976 - Master weight dtype                              : torch.float32
+2026-06-25 18:01:17.690 | INFO     | __main__:print_training_configuration:978 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.691 | INFO     | __main__:print_training_configuration:979 - MODEL PARAMETERS & ARCHITECTURE
+2026-06-25 18:01:17.691 | INFO     | __main__:print_training_configuration:980 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.703 | INFO     | __main__:print_training_configuration:983 - Number of total                                  : 8,326,608,160
+2026-06-25 18:01:17.703 | INFO     | __main__:print_training_configuration:984 - Total trainable parameters                        : 8,326,608,160
+2026-06-25 18:01:17.704 | INFO     | __main__:print_training_configuration:985 - DIT model root                                   : ./ckpts
+2026-06-25 18:01:17.705 | INFO     | __main__:print_training_configuration:986 - Transformer version                              : 480p_t2v
+2026-06-25 18:01:17.705 | INFO     | __main__:print_training_configuration:987 - Attention mode                                   : flash
+2026-06-25 18:01:17.706 | INFO     | __main__:print_training_configuration:988 - Gradient checkpointing                           : True
+2026-06-25 18:01:17.706 | INFO     | __main__:print_training_configuration:989 - FSDP enabled                                     : True
+2026-06-25 18:01:17.706 | INFO     | __main__:print_training_configuration:990 - LoRA enabled                                     : False
+2026-06-25 18:01:17.707 | INFO     | __main__:print_training_configuration:991 - Glyph byT5 v2                                    : True
+2026-06-25 18:01:17.707 | INFO     | __main__:print_training_configuration:992 - ByT5 max length                                  : 256
+2026-06-25 18:01:17.708 | INFO     | __main__:print_training_configuration:994 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.708 | INFO     | __main__:print_training_configuration:995 - DISTRIBUTED TRAINING CONFIGURATION
+2026-06-25 18:01:17.709 | INFO     | __main__:print_training_configuration:996 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.709 | INFO     | __main__:print_training_configuration:997 - World size                                       : 64
+2026-06-25 18:01:17.710 | INFO     | __main__:print_training_configuration:998 - DP degree                                        : 32
+2026-06-25 18:01:17.710 | INFO     | __main__:print_training_configuration:999 - DP rank                                          : 0
+2026-06-25 18:01:17.710 | INFO     | __main__:print_training_configuration:1000 - SP size                                          : 2
+2026-06-25 18:01:17.711 | INFO     | __main__:print_training_configuration:1001 - SP rank                                          : 0
+2026-06-25 18:01:17.711 | INFO     | __main__:print_training_configuration:1003 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.712 | INFO     | __main__:print_training_configuration:1004 - BATCH SIZE & DATA FLOW CONFIGURATION
+2026-06-25 18:01:17.712 | INFO     | __main__:print_training_configuration:1005 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.713 | INFO     | __main__:print_training_configuration:1006 - Per GPU batch size                               : 2
+2026-06-25 18:01:17.713 | INFO     | __main__:print_training_configuration:1007 - DP degree batch size                             : 64
+2026-06-25 18:01:17.713 | INFO     | __main__:print_training_configuration:1008 - Gradient accumulation steps                      : 1
+2026-06-25 18:01:17.714 | INFO     | __main__:print_training_configuration:1009 - Num generations                                  : 4
+2026-06-25 18:01:17.714 | INFO     | __main__:print_training_configuration:1010 - Use same noise                                   : False
+2026-06-25 18:01:17.715 | INFO     | __main__:print_training_configuration:1011 - Num workers                                      : 4
+2026-06-25 18:01:17.715 | INFO     | __main__:print_training_configuration:1012 - Prefetch factor                                  : 2
+2026-06-25 18:01:17.716 | INFO     | __main__:print_training_configuration:1014 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.716 | INFO     | __main__:print_training_configuration:1015 - OPTIMIZATION CONFIGURATION
+2026-06-25 18:01:17.717 | INFO     | __main__:print_training_configuration:1016 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.717 | INFO     | __main__:print_training_configuration:1017 - Optimizer                                        : muon
+2026-06-25 18:01:17.717 | INFO     | __main__:print_training_configuration:1018 - Learning rate                                    : 1e-05
+2026-06-25 18:01:17.718 | INFO     | __main__:print_training_configuration:1019 - Weight decay                                     : 0.01
+2026-06-25 18:01:17.718 | INFO     | __main__:print_training_configuration:1020 - Max gradient norm                                : 1.0
+2026-06-25 18:01:17.719 | INFO     | __main__:print_training_configuration:1021 - LR scheduler                                     : constant
+2026-06-25 18:01:17.719 | INFO     | __main__:print_training_configuration:1022 - Warmup steps                                     : 500
+2026-06-25 18:01:17.720 | INFO     | __main__:print_training_configuration:1023 - Max training steps                               : 10000
+2026-06-25 18:01:17.720 | INFO     | __main__:print_training_configuration:1025 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.721 | INFO     | __main__:print_training_configuration:1026 - INFERENCE & VALIDATION CONFIGURATION
+2026-06-25 18:01:17.721 | INFO     | __main__:print_training_configuration:1027 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.721 | INFO     | __main__:print_training_configuration:1028 - Validation interval                              : 0
+2026-06-25 18:01:17.722 | INFO     | __main__:print_training_configuration:1029 - Validate at step 0                               : False
+2026-06-25 18:01:17.722 | INFO     | __main__:print_training_configuration:1030 - Validation video length                          : 121
+2026-06-25 18:01:17.723 | INFO     | __main__:print_training_configuration:1031 - Validation global seed                           : 930
+2026-06-25 18:01:17.723 | INFO     | __main__:print_training_configuration:1032 - Validation inference steps                        : 40
+2026-06-25 18:01:17.724 | INFO     | __main__:print_training_configuration:1033 - Validation aspect ratio                          : 16:9
+2026-06-25 18:01:17.724 | INFO     | __main__:print_training_configuration:1034 - Validation fixed size                            : 480x864
+2026-06-25 18:01:17.725 | INFO     | __main__:print_training_configuration:1035 - Validation prompt rewrite                         : False
+2026-06-25 18:01:17.725 | INFO     | __main__:print_training_configuration:1036 - Validation flow shift                             : 5.0
+2026-06-25 18:01:17.725 | INFO     | __main__:print_training_configuration:1037 - Sampling CFG scale                                : 6.0
+2026-06-25 18:01:17.726 | INFO     | __main__:print_training_configuration:1038 - Sampling eta                                      : 0.5
+2026-06-25 18:01:17.726 | INFO     | __main__:print_training_configuration:1039 - Sampling steps (GRPO rollout)                     : 20
+2026-06-25 18:01:17.727 | INFO     | __main__:print_training_configuration:1040 - Token credit loss mode                            : video_adv
+2026-06-25 18:01:17.727 | INFO     | __main__:print_training_configuration:1041 - Token credit ratio mode                           : uniform_weighted_logprob
+2026-06-25 18:01:17.727 | INFO     | __main__:print_training_configuration:1042 - Token credit shuffle weights                      : False
+2026-06-25 18:01:17.728 | INFO     | __main__:print_training_configuration:1043 - Token credit spatial granularity                  : frame
+2026-06-25 18:01:17.728 | INFO     | __main__:print_training_configuration:1044 - Token credit spatial bins                         : 1
+2026-06-25 18:01:17.729 | INFO     | __main__:print_training_configuration:1045 - Token credit spatial window                       : 1
+2026-06-25 18:01:17.729 | INFO     | __main__:print_training_configuration:1046 - Token credit chunk size                           : 1
+2026-06-25 18:01:17.730 | INFO     | __main__:print_training_configuration:1047 - Token credit source model                         : None
+2026-06-25 18:01:17.730 | INFO     | __main__:print_training_configuration:1048 - Token credit advantage source                     : token
+2026-06-25 18:01:17.731 | INFO     | __main__:print_training_configuration:1049 - Token credit VLM model path                       : None
+2026-06-25 18:01:17.731 | INFO     | __main__:print_training_configuration:1050 - Token credit VLM model family                     : None
+2026-06-25 18:01:17.732 | INFO     | __main__:print_training_configuration:1051 - Random train timestep count                       : False
+2026-06-25 18:01:17.732 | INFO     | __main__:print_training_configuration:1052 - Random train timestep range                       : 1-20
+2026-06-25 18:01:17.732 | INFO     | __main__:print_training_configuration:1056 - SDE type                                          : sage_grpo
+2026-06-25 18:01:17.733 | INFO     | __main__:print_training_configuration:1058 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.733 | INFO     | __main__:print_training_configuration:1059 - GRPO & KL CONFIGURATION
+2026-06-25 18:01:17.734 | INFO     | __main__:print_training_configuration:1060 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.734 | INFO     | __main__:print_training_configuration:1061 - Reward model                                     : video_score2
+2026-06-25 18:01:17.735 | INFO     | __main__:print_training_configuration:1062 - Reward gradient credit                          : True
+2026-06-25 18:01:17.735 | INFO     | __main__:print_training_configuration:1063 - Reward credit frames                            : 8
+2026-06-25 18:01:17.735 | INFO     | __main__:print_training_configuration:1064 - Reward credit max questions                     : 1
+2026-06-25 18:01:17.736 | INFO     | __main__:print_training_configuration:1065 - Reward credit metric                            : weighted
+2026-06-25 18:01:17.736 | INFO     | __main__:print_training_configuration:1076 - Reward checkpoint mode                           : v3
+2026-06-25 18:01:17.737 | INFO     | __main__:print_training_configuration:1077 - KL weight                                        : 1e-05
+2026-06-25 18:01:17.737 | INFO     | __main__:print_training_configuration:1078 - KL coef                                          : 1e-07
+2026-06-25 18:01:17.738 | INFO     | __main__:print_training_configuration:1079 - Use moving KL                                    : True
+2026-06-25 18:01:17.738 | INFO     | __main__:print_training_configuration:1080 - Update ref model step                            : 10
+2026-06-25 18:01:17.739 | INFO     | __main__:print_training_configuration:1081 - Use dual KL                                      : True
+2026-06-25 18:01:17.739 | INFO     | __main__:print_training_configuration:1082 - Dual KL moving weight                            : 1.0
+2026-06-25 18:01:17.740 | INFO     | __main__:print_training_configuration:1083 - Dual KL step weight                              : 0.1
+2026-06-25 18:01:17.740 | INFO     | __main__:print_training_configuration:1084 - KL compute mode                                  : rollout_phase
+2026-06-25 18:01:17.740 | INFO     | __main__:print_training_configuration:1085 - Use grad balancing                               : True
+2026-06-25 18:01:17.741 | INFO     | __main__:print_training_configuration:1086 - Enable timestep permutation                      : True
+2026-06-25 18:01:17.741 | INFO     | __main__:print_training_configuration:1087 - Reference mode offload                           : True
+2026-06-25 18:01:17.742 | INFO     | __main__:print_training_configuration:1089 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.742 | INFO     | __main__:print_training_configuration:1090 - LOGGING & CHECKPOINTING CONFIGURATION
+2026-06-25 18:01:17.743 | INFO     | __main__:print_training_configuration:1091 - --------------------------------------------------------------------------------
+2026-06-25 18:01:17.743 | INFO     | __main__:print_training_configuration:1092 - Output directory                                 : ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-06-25 18:01:17.744 | INFO     | __main__:print_training_configuration:1093 - Checkpoints directory                            : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-06-25 18:01:17.744 | INFO     | __main__:print_training_configuration:1094 - Checkpoint interval                              : 100
+2026-06-25 18:01:17.744 | INFO     | __main__:print_training_configuration:1095 - Timer checkpoint interval                        : 25
+2026-06-25 18:01:17.745 | INFO     | __main__:print_training_configuration:1096 - Auto resume from timer/checkpoint                : True
+2026-06-25 18:01:17.746 | INFO     | __main__:print_training_configuration:1097 - Timer checkpoint directory                       : s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer
+2026-06-25 18:01:17.746 | INFO     | __main__:print_training_configuration:1098 - Log interval                                     : 1
+2026-06-25 18:01:17.746 | INFO     | __main__:print_training_configuration:1099 - Resume checkpoint                                : None
+2026-06-25 18:01:17.747 | INFO     | __main__:print_training_configuration:1100 - Train CSV                                         : ['/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv']
+2026-06-25 18:01:17.747 | INFO     | __main__:print_training_configuration:1101 - Valid CSV                                         : assets/demo_sample.csv
+2026-06-25 18:01:17.748 | INFO     | __main__:print_training_configuration:1102 - Seed                                             : 42
+2026-06-25 18:01:17.748 | INFO     | __main__:print_training_configuration:1103 - WandB enabled                                    : True
+2026-06-25 18:01:17.748 | INFO     | __main__:print_training_configuration:1105 - WandB project                                    : SAGE-GRPO
+2026-06-25 18:01:17.749 | INFO     | __main__:print_training_configuration:1106 - WandB run name                                   : yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting
+2026-06-25 18:01:17.749 | INFO     | __main__:__init__:958 - [Effective Config] world_size=64, rank=0, local_rank=0, sp_size=2, dp_size=32, dp_rank=0, sp_rank=0, batch_size=2, num_generations=4, grad_accum=1
+2026-06-25 18:01:17.750 | INFO     | __main__:_build_video_dataset:2088 - [Effective GRPO Grouping] video_batch_size=2, dp_replicas=32, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, product=64
+2026-06-25 18:01:18.425 | INFO     | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1178 - [Config Validation] video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1
+2026-06-25 18:01:18.426 | INFO     | hyvideo.pipelines.hunyuan_video_grpo_pipeline:get_post_train_video_dataloader:1205 - Dataloader init done
+2026-06-25 18:01:18.427 | INFO     | __main__:_train_grpo:2171 - Starting GRPO training...
+2026-06-25 18:01:18.427 | INFO     | __main__:_train_grpo:2172 - Max steps: 10000
+2026-06-25 18:01:18.428 | INFO     | __main__:_train_grpo:2173 - Batch size: 2
+2026-06-25 18:01:18.428 | INFO     | __main__:_train_grpo:2174 - Learning rate: 1e-05
+2026-06-25 18:01:18.964 | INFO     | __main__:_resolve_resume_checkpoint:1855 - Auto-resuming from timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-100
+2026-06-25 18:01:19.103 | INFO     | __main__:load_checkpoint:1992 - Loading checkpoint from s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-100
+/usr/local/lib/python3.12/site-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning.
+  return func(*args, **kwargs)
+2026-06-25 18:03:50.794 | INFO     | __main__:load_checkpoint:2006 - Transformer model state loaded
+2026-06-25 18:04:06.905 | INFO     | __main__:load_checkpoint:2021 - Optimizer state loaded
+2026-06-25 18:04:07.158 | INFO     | __main__:load_checkpoint:2035 - Training state loaded: global_step=100
+2026-06-25 18:04:07.161 | INFO     | __main__:load_checkpoint:2051 - Checkpoint loaded successfully. Resuming from step 100
+Iterator of DistributedSamplerWithStartIndex created.
+2026-06-25 18:04:08.841 | INFO     | __main__:_train_grpo:2201 - [FLAG] post_train train path -> train_one_step
+2026-06-25 18:04:09.204 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 18:04:09.309 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:04:09.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:12,  3.65s/it][01:12<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:12<00:00,  3.65s/it]
+2026-06-25 18:05:31.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000000/group_0/index_7542_seed_28576_dp_0_rank_0_sample_0_slot_0.mp4
+qwen-vl-utils using torchcodec to read video.
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+/usr/local/lib/python3.12/site-packages/torchvision/io/_video_deprecation_warning.py:9: UserWarning: The video decoding and encoding capabilities of torchvision are deprecated from version 0.22 and will be removed in version 0.24. We recommend that you migrate to TorchCodec, where we'll consolidate the future decoding/encoding capabilities of PyTorch: https://github.com/pytorch/torchcodec
+  warnings.warn(
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:05:48.263 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:05:48.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.05s/it][01:01<00:00,  2.88s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.05s/it]
+2026-06-25 18:06:56.302 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000000/group_0/index_7542_seed_28577_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:07:16.328 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 18:07:22.208 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 18:07:32.359 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-25 18:09:27.369 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.93s (1.92min)
+2026-06-25 18:09:27.999 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 18:11:24.291 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 0: training:   0%|          | 0/2 [00:00<?, ?it/s]              2026-06-25 18:11:27.502 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3127 - Rank 0, sp_rank 0: init adaptive KL controller (init=1.000e-07, min=1.000e-07, max=1.000e-05)
+Global Step 0: training:  50%|█████     | 1/2 [03:43<03:43, 223.52s/it]it/s]          2026-06-25 18:18:40.926 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 1, train_steps: 40
+Global Step 0: training: 100%|██████████| 2/2 [07:16<00:00, 218.23s/it]:10, 10.36s/it]
+2026-06-25 18:18:41.482 | INFO     | __main__:_log_precision_diagnostics_once:1647 - [PrecisionDiag] trainable param dtypes: ['torch.float32']
+2026-06-25 18:18:41.485 | INFO     | __main__:_log_precision_diagnostics_once:1650 - [PrecisionDiag] Using composable FSDP2 mixed precision (param_dtype=bf16, reduce_dtype=float32). This path does not maintain an explicit FP32 master-weight copy for parameters.
+2026-06-25 18:18:41.488 | INFO     | __main__:_log_precision_diagnostics_once:1663 - [PrecisionDiag] optimizer tensor-state dtypes: ['torch.float32'] (count=2804)
+2026-06-25 18:18:41.489 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 101	train_steps 40	{'step': '101/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00303995', 'KL_weight': '0.00000396', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '318.71578979', 'grpo_loop_time': '436.49023438', 'ref_model_time': '114.92919159', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87439233', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28955078', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.506e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01506941', 'kl_moving': '0.01506941', 'kl_stepwise': '-2.006e-08', 'gathered_avg_reward_mean': '9.28649902', 'gathered_avg_reward_std': '0.84882671', 'gathered_video_score2_mq_reward_mean': '3.21337891', 'gathered_video_score2_mq_reward_std': '0.24321260', 'gathered_video_score2_overall_reward_mean': '9.28955078', 'gathered_video_score2_overall_reward_std': '0.84651679', 'gathered_video_score2_ta_reward_mean': '3.12475586', 'gathered_video_score2_ta_reward_std': '0.50369608', 'gathered_video_score2_vq_reward_mean': '2.94836426', 'gathered_video_score2_vq_reward_std': '0.41457951', 'gathered_ori_avg_reward_mean': '9.28649902', 'gathered_ori_avg_reward_std': '0.84882671'}
+2026-06-25 18:18:41.536 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 18:18:41.628 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:18:41.631 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 18:19:47.194 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000001/group_0/index_6771_seed_33047_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:19:59.767 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:19:59.769 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-25 18:21:12.920 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000001/group_0/index_6771_seed_33048_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:21:34.146 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 18:21:34.298 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 18:21:35.212 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.59s/it]
+2026-06-25 18:23:29.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.84s (1.90min)
+2026-06-25 18:23:29.717 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 18:25:26.710 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 1: training:  50%|█████     | 1/2 [03:27<03:27, 207.50s/it]               2026-06-25 18:32:25.769 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 2, train_steps: 80
+Global Step 1: training: 100%|██████████| 2/2 [06:59<00:00, 209.53s/it]:10, 10.59s/it]
+2026-06-25 18:32:26.386 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 102	train_steps 80	{'step': '102/10000', 'learning_rate': '0.00001000', 'loss': '9.499e-08', 'grad_norm': '0.01126446', 'KL_weight': '0.00000792', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.13571167', 'grpo_loop_time': '419.05395508', 'ref_model_time': '113.84242249', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84664142', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72119141', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01622594', 'kl_moving': '0.01622594', 'kl_stepwise': '-1.948e-08', 'gathered_avg_reward_mean': '8.71679688', 'gathered_avg_reward_std': '0.95417804', 'gathered_video_score2_mq_reward_mean': '3.05004883', 'gathered_video_score2_mq_reward_std': '0.27667144', 'gathered_video_score2_overall_reward_mean': '8.72119141', 'gathered_video_score2_overall_reward_std': '0.96017987', 'gathered_video_score2_ta_reward_mean': '2.94079590', 'gathered_video_score2_ta_reward_std': '0.60106897', 'gathered_video_score2_vq_reward_mean': '2.72595215', 'gathered_video_score2_vq_reward_std': '0.53363454', 'gathered_ori_avg_reward_mean': '8.71679688', 'gathered_ori_avg_reward_std': '0.95417804'}
+2026-06-25 18:32:26.443 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 18:32:26.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:32:26.540 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 18:33:32.229 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000002/group_0/index_5387_seed_9522_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:33:49.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:33:49.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-25 18:34:54.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000002/group_0/index_5387_seed_9523_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:35:14.571 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 18:35:14.741 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 18:35:15.477 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-25 18:37:08.950 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.32s (1.89min)
+2026-06-25 18:37:09.662 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 18:39:06.978 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 2: training:  50%|█████     | 1/2 [03:28<03:28, 208.54s/it]               2026-06-25 18:46:07.318 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 3, train_steps: 120
+Global Step 2: training: 100%|██████████| 2/2 [07:00<00:00, 210.17s/it]:10, 10.49s/it]
+2026-06-25 18:46:07.927 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 103	train_steps 120	{'step': '103/10000', 'learning_rate': '0.00001000', 'loss': '1.099e-07', 'grad_norm': '0.00526723', 'KL_weight': '0.00000120', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.17098999', 'grpo_loop_time': '420.34082031', 'ref_model_time': '113.32475281', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89198691', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.10449219', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.491e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-08', 'kl_loss': '0.01798544', 'kl_moving': '0.01798544', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '9.10363770', 'gathered_avg_reward_std': '1.36069489', 'gathered_video_score2_mq_reward_mean': '3.12036133', 'gathered_video_score2_mq_reward_std': '0.42838874', 'gathered_video_score2_overall_reward_mean': '9.10449219', 'gathered_video_score2_overall_reward_std': '1.35709691', 'gathered_video_score2_ta_reward_mean': '3.12377930', 'gathered_video_score2_ta_reward_std': '0.58712316', 'gathered_video_score2_vq_reward_mean': '2.85949707', 'gathered_video_score2_vq_reward_std': '0.60462785', 'gathered_ori_avg_reward_mean': '9.10363770', 'gathered_ori_avg_reward_std': '1.36069489'}
+2026-06-25 18:46:07.990 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 18:46:08.073 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:46:08.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 18:47:13.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000003/group_0/index_3341_seed_10098_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:47:27.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 18:47:27.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-25 18:48:38.442 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000003/group_0/index_3341_seed_10099_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 18:49:02.780 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 18:49:02.946 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 18:49:03.833 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.61s/it]
+2026-06-25 18:50:58.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.18s (1.90min)
+2026-06-25 18:50:58.938 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 18:52:58.412 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 3: training:  50%|█████     | 1/2 [03:31<03:31, 211.91s/it]               2026-06-25 19:00:02.097 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 4, train_steps: 160
+Global Step 3: training: 100%|██████████| 2/2 [07:03<00:00, 211.84s/it]:10, 10.50s/it]
+2026-06-25 19:00:02.683 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 104	train_steps 160	{'step': '104/10000', 'learning_rate': '0.00001000', 'loss': '7.916e-09', 'grad_norm': '0.00854018', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.90246582', 'grpo_loop_time': '423.68258667', 'ref_model_time': '114.18424225', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87082499', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.80957031', 'token_credit_video_advantage_mean': '3.958e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.01801459', 'kl_moving': '0.01801459', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '8.80993652', 'gathered_avg_reward_std': '0.96266979', 'gathered_video_score2_mq_reward_mean': '3.14880371', 'gathered_video_score2_mq_reward_std': '0.29901773', 'gathered_video_score2_overall_reward_mean': '8.80957031', 'gathered_video_score2_overall_reward_std': '0.96568501', 'gathered_video_score2_ta_reward_mean': '2.77441406', 'gathered_video_score2_ta_reward_std': '0.69950581', 'gathered_video_score2_vq_reward_mean': '2.88671875', 'gathered_video_score2_vq_reward_std': '0.48224986', 'gathered_ori_avg_reward_mean': '8.80993652', 'gathered_ori_avg_reward_std': '0.96266979'}
+2026-06-25 19:00:02.779 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 19:00:02.860 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:00:02.895 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-25 19:01:09.240 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000004/group_0/index_4150_seed_30223_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:01:24.950 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:01:24.954 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-25 19:02:34.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000004/group_0/index_4150_seed_30224_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:02:56.663 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 19:02:56.817 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 19:02:57.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it]
+2026-06-25 19:04:51.964 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.26s (1.90min)
+2026-06-25 19:04:52.667 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 19:06:49.820 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 4: training:  50%|█████     | 1/2 [03:27<03:27, 207.29s/it]               2026-06-25 19:13:48.597 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 5, train_steps: 200
+Global Step 4: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]:10, 10.49s/it]
+2026-06-25 19:13:49.137 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 105	train_steps 200	{'step': '105/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.00467235', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.84246826', 'grpo_loop_time': '418.76782227', 'ref_model_time': '114.25781250', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88372028', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.83496094', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.456e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-08', 'kl_loss': '0.01643301', 'kl_moving': '0.01643301', 'kl_stepwise': '-1.890e-08', 'gathered_avg_reward_mean': '8.83337402', 'gathered_avg_reward_std': '1.05551553', 'gathered_video_score2_mq_reward_mean': '3.05346680', 'gathered_video_score2_mq_reward_std': '0.35423037', 'gathered_video_score2_overall_reward_mean': '8.83496094', 'gathered_video_score2_overall_reward_std': '1.05208695', 'gathered_video_score2_ta_reward_mean': '2.94799805', 'gathered_video_score2_ta_reward_std': '0.60986340', 'gathered_video_score2_vq_reward_mean': '2.83190918', 'gathered_video_score2_vq_reward_std': '0.44738713', 'gathered_ori_avg_reward_mean': '8.83337402', 'gathered_ori_avg_reward_std': '1.05551553'}
+2026-06-25 19:13:49.291 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 19:13:49.384 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:13:49.430 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-25 19:14:54.892 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000005/group_0/index_7254_seed_11671_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:15:10.425 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:15:10.429 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-25 19:16:20.513 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000005/group_0/index_7254_seed_11672_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:16:41.374 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 19:16:41.539 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 19:16:42.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.63s/it]
+2026-06-25 19:18:35.297 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.65s (1.88min)
+2026-06-25 19:18:35.988 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 19:20:32.740 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 5: training:  50%|█████     | 1/2 [03:26<03:26, 206.90s/it]               2026-06-25 19:27:31.368 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 6, train_steps: 240
+Global Step 5: training: 100%|██████████| 2/2 [06:58<00:00, 209.31s/it]:10, 10.48s/it]
+2026-06-25 19:27:32.033 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 106	train_steps 240	{'step': '106/10000', 'learning_rate': '0.00001000', 'loss': '-1.630e-09', 'grad_norm': '0.00389631', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.65322876', 'grpo_loop_time': '418.62695312', 'ref_model_time': '112.65176392', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85404539', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.32812500', 'token_credit_video_advantage_mean': '5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.355e-09', 'kl_loss': '0.01561205', 'kl_moving': '0.01561205', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.32971191', 'gathered_avg_reward_std': '1.02012050', 'gathered_video_score2_mq_reward_mean': '3.20776367', 'gathered_video_score2_mq_reward_std': '0.36891505', 'gathered_video_score2_overall_reward_mean': '9.32812500', 'gathered_video_score2_overall_reward_std': '1.01514411', 'gathered_video_score2_ta_reward_mean': '3.05334473', 'gathered_video_score2_ta_reward_std': '0.56908303', 'gathered_video_score2_vq_reward_mean': '3.06860352', 'gathered_video_score2_vq_reward_std': '0.45866942', 'gathered_ori_avg_reward_mean': '9.32971191', 'gathered_ori_avg_reward_std': '1.02012050'}
+2026-06-25 19:27:32.080 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 19:27:32.173 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:27:32.247 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 19:28:38.034 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000006/group_0/index_3113_seed_32440_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:28:50.366 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:28:50.370 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.33s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.33s/it]
+2026-06-25 19:30:03.703 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000006/group_0/index_3113_seed_32441_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:30:22.864 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 19:30:23.032 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 19:30:24.085 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.32s/it]
+2026-06-25 19:32:17.056 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.74s (1.88min)
+2026-06-25 19:32:17.757 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 19:34:15.140 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 6: training:  50%|█████     | 1/2 [03:28<03:28, 208.52s/it]               2026-06-25 19:41:16.183 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 7, train_steps: 280
+Global Step 6: training: 100%|██████████| 2/2 [07:01<00:00, 210.51s/it]:10, 10.59s/it]
+2026-06-25 19:41:16.809 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 107	train_steps 280	{'step': '107/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00400413', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.63186646', 'grpo_loop_time': '421.03244019', 'ref_model_time': '112.74344635', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86347222', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.75927734', 'token_credit_video_advantage_mean': '-6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.01627734', 'kl_moving': '0.01627734', 'kl_stepwise': '-2.003e-08', 'gathered_avg_reward_mean': '8.76208496', 'gathered_avg_reward_std': '1.32849050', 'gathered_video_score2_mq_reward_mean': '3.06835938', 'gathered_video_score2_mq_reward_std': '0.42625135', 'gathered_video_score2_overall_reward_mean': '8.75927734', 'gathered_video_score2_overall_reward_std': '1.32948780', 'gathered_video_score2_ta_reward_mean': '2.84204102', 'gathered_video_score2_ta_reward_std': '0.84415394', 'gathered_video_score2_vq_reward_mean': '2.85168457', 'gathered_video_score2_vq_reward_std': '0.50783223', 'gathered_ori_avg_reward_mean': '8.76208496', 'gathered_ori_avg_reward_std': '1.32849038'}
+2026-06-25 19:41:16.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 19:41:16.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:41:17.009 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 19:42:22.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000007/group_0/index_7447_seed_24478_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:42:43.928 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:42:43.932 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.00s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.00s/it]
+2026-06-25 19:43:50.675 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000007/group_0/index_7447_seed_24479_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:44:14.660 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 19:44:14.823 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 19:44:15.706 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.68s/it]
+2026-06-25 19:46:09.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.77s (1.90min)
+2026-06-25 19:46:10.187 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 19:48:07.450 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 7: training:  50%|█████     | 1/2 [03:28<03:28, 208.62s/it]               2026-06-25 19:55:07.971 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 8, train_steps: 320
+Global Step 7: training: 100%|██████████| 2/2 [07:00<00:00, 210.25s/it]:10, 10.49s/it]
+2026-06-25 19:55:08.597 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 108	train_steps 320	{'step': '108/10000', 'learning_rate': '0.00001000', 'loss': '2.049e-08', 'grad_norm': '0.00477628', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '293.28851318', 'grpo_loop_time': '420.50823975', 'ref_model_time': '113.77256775', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89597005', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.85644531', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.493e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.049e-08', 'kl_loss': '0.01659666', 'kl_moving': '0.01659666', 'kl_stepwise': '-2.080e-08', 'gathered_avg_reward_mean': '8.85656738', 'gathered_avg_reward_std': '1.32402813', 'gathered_video_score2_mq_reward_mean': '3.08837891', 'gathered_video_score2_mq_reward_std': '0.47271249', 'gathered_video_score2_overall_reward_mean': '8.85644531', 'gathered_video_score2_overall_reward_std': '1.32305694', 'gathered_video_score2_ta_reward_mean': '2.93078613', 'gathered_video_score2_ta_reward_std': '0.57987404', 'gathered_video_score2_vq_reward_mean': '2.83740234', 'gathered_video_score2_vq_reward_std': '0.57181865', 'gathered_ori_avg_reward_mean': '8.85656738', 'gathered_ori_avg_reward_std': '1.32402813'}
+2026-06-25 19:55:08.648 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 19:55:08.798 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:55:08.924 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 19:56:15.213 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000008/group_0/index_9339_seed_18934_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:56:31.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 19:56:31.297 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-25 19:57:41.943 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000008/group_0/index_9339_seed_18935_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 19:58:02.111 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 19:58:02.260 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 19:58:03.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-25 19:59:57.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.16s (1.90min)
+2026-06-25 19:59:58.360 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 20:01:58.041 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 8: training:  50%|█████     | 1/2 [03:31<03:31, 211.51s/it]               2026-06-25 20:09:01.610 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 9, train_steps: 360
+Global Step 8: training: 100%|██████████| 2/2 [07:03<00:00, 211.77s/it]:10, 10.50s/it]
+2026-06-25 20:09:02.236 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 109	train_steps 360	{'step': '109/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00690088', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.66583252', 'grpo_loop_time': '423.55099487', 'ref_model_time': '114.16497040', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85326314', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.85888672', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.376e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01610585', 'kl_moving': '0.01610586', 'kl_stepwise': '-1.880e-08', 'gathered_avg_reward_mean': '8.85778809', 'gathered_avg_reward_std': '1.10095382', 'gathered_video_score2_mq_reward_mean': '3.15429688', 'gathered_video_score2_mq_reward_std': '0.41625395', 'gathered_video_score2_overall_reward_mean': '8.85888672', 'gathered_video_score2_overall_reward_std': '1.10139620', 'gathered_video_score2_ta_reward_mean': '2.83569336', 'gathered_video_score2_ta_reward_std': '0.60457337', 'gathered_video_score2_vq_reward_mean': '2.86779785', 'gathered_video_score2_vq_reward_std': '0.53411686', 'gathered_ori_avg_reward_mean': '8.85778809', 'gathered_ori_avg_reward_std': '1.10095382'}
+2026-06-25 20:09:02.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 20:09:02.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:09:02.421 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 20:10:08.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000009/group_0/index_3943_seed_33139_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:10:22.088 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:10:22.091 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-25 20:11:35.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000009/group_0/index_3943_seed_33140_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:11:59.727 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 20:11:59.890 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 20:12:00.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.70s/it]
+2026-06-25 20:13:55.299 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.44s (1.91min)
+2026-06-25 20:13:55.998 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 20:15:53.501 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 9: training:  50%|█████     | 1/2 [03:28<03:28, 208.26s/it]               2026-06-25 20:22:53.809 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 10, train_steps: 400
+Global Step 9: training: 100%|██████████| 2/2 [07:00<00:00, 210.14s/it]:10, 10.49s/it]
+2026-06-25 20:22:54.442 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 110	train_steps 400	{'step': '110/10000', 'learning_rate': '0.00001000', 'loss': '9.034e-09', 'grad_norm': '0.00375843', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '293.66760254', 'grpo_loop_time': '420.28659058', 'ref_model_time': '114.44234467', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84704602', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18017578', 'token_credit_video_advantage_mean': '-1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.848e-09', 'kl_loss': '0.01587180', 'kl_moving': '0.01587180', 'kl_stepwise': '-1.974e-08', 'gathered_avg_reward_mean': '9.17968750', 'gathered_avg_reward_std': '1.32993114', 'gathered_video_score2_mq_reward_mean': '3.20178223', 'gathered_video_score2_mq_reward_std': '0.42955333', 'gathered_video_score2_overall_reward_mean': '9.18017578', 'gathered_video_score2_overall_reward_std': '1.33170176', 'gathered_video_score2_ta_reward_mean': '3.09960938', 'gathered_video_score2_ta_reward_std': '0.53392524', 'gathered_video_score2_vq_reward_mean': '2.87829590', 'gathered_video_score2_vq_reward_std': '0.52195197', 'gathered_ori_avg_reward_mean': '9.17968750', 'gathered_ori_avg_reward_std': '1.32993114'}
+2026-06-25 20:23:30.267 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=10 (missing=0, unexpected=0)
+2026-06-25 20:23:32.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 20:23:32.534 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:23:32.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.94s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-06-25 20:24:39.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000010/group_0/index_7446_seed_6033_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:24:52.206 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:24:52.210 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-25 20:26:05.279 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000010/group_0/index_7446_seed_6034_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:26:25.324 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 20:26:25.484 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 20:26:26.191 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.43s/it]
+2026-06-25 20:28:19.052 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.66s (1.88min)
+2026-06-25 20:28:19.761 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 20:30:18.625 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 10: training:  50%|█████     | 1/2 [03:27<03:27, 207.75s/it]              2026-06-25 20:37:18.102 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 11, train_steps: 440
+Global Step 10: training: 100%|██████████| 2/2 [06:59<00:00, 209.74s/it]10, 10.50s/it]
+2026-06-25 20:37:18.676 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 111	train_steps 440	{'step': '111/10000', 'learning_rate': '0.00001000', 'loss': '1.653e-08', 'grad_norm': '0.00661467', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.37075806', 'grpo_loop_time': '419.47412109', 'ref_model_time': '112.66030884', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88535661', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.42773438', 'token_credit_video_advantage_mean': '-1.141e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.510e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.653e-08', 'kl_loss': '0.00829998', 'kl_moving': '0.00829998', 'kl_stepwise': '-2.070e-08', 'gathered_avg_reward_mean': '8.42480469', 'gathered_avg_reward_std': '1.34922945', 'gathered_video_score2_mq_reward_mean': '2.97326660', 'gathered_video_score2_mq_reward_std': '0.46207571', 'gathered_video_score2_overall_reward_mean': '8.42773438', 'gathered_video_score2_overall_reward_std': '1.35228348', 'gathered_video_score2_ta_reward_mean': '2.76281738', 'gathered_video_score2_ta_reward_std': '0.63897848', 'gathered_video_score2_vq_reward_mean': '2.68872070', 'gathered_video_score2_vq_reward_std': '0.58761191', 'gathered_ori_avg_reward_mean': '8.42480469', 'gathered_ori_avg_reward_std': '1.34922945'}
+2026-06-25 20:37:18.791 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 20:37:18.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:37:18.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 20:38:24.557 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000011/group_0/index_6954_seed_18434_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:38:41.098 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:38:41.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-25 20:39:48.511 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000011/group_0/index_6954_seed_18435_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:40:08.461 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 20:40:08.806 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 20:40:09.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-25 20:42:02.678 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.92s (1.88min)
+2026-06-25 20:42:03.367 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 20:44:00.749 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 11: training:  50%|█████     | 1/2 [03:29<03:29, 209.97s/it]              2026-06-25 20:51:02.475 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 12, train_steps: 480
+Global Step 11: training: 100%|██████████| 2/2 [07:01<00:00, 210.86s/it]10, 10.47s/it]
+2026-06-25 20:51:03.134 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 112	train_steps 480	{'step': '112/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00728999', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.53143311', 'grpo_loop_time': '421.71914673', 'ref_model_time': '112.91990662', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86967635', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.86865234', 'token_credit_video_advantage_mean': '6.985e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.524e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00698747', 'kl_moving': '0.00698748', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '8.86975098', 'gathered_avg_reward_std': '0.99687952', 'gathered_video_score2_mq_reward_mean': '3.11425781', 'gathered_video_score2_mq_reward_std': '0.40818793', 'gathered_video_score2_overall_reward_mean': '8.86865234', 'gathered_video_score2_overall_reward_std': '0.99598163', 'gathered_video_score2_ta_reward_mean': '2.73999023', 'gathered_video_score2_ta_reward_std': '0.52300453', 'gathered_video_score2_vq_reward_mean': '3.01550293', 'gathered_video_score2_vq_reward_std': '0.56407875', 'gathered_ori_avg_reward_mean': '8.86975098', 'gathered_ori_avg_reward_std': '0.99687952'}
+2026-06-25 20:51:03.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 20:51:03.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:51:03.365 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 20:52:09.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000012/group_0/index_728_seed_22358_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:52:28.229 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 20:52:28.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.05s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.05s/it]
+2026-06-25 20:53:35.931 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000012/group_0/index_728_seed_22359_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 20:53:56.137 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 20:53:56.305 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 20:53:57.125 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-25 20:55:51.594 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.41s (1.91min)
+2026-06-25 20:55:52.296 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 20:57:49.276 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 12: training:  50%|█████     | 1/2 [03:28<03:28, 208.09s/it]              2026-06-25 21:04:50.056 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 13, train_steps: 520
+Global Step 12: training: 100%|██████████| 2/2 [07:00<00:00, 210.39s/it]10, 10.66s/it]
+2026-06-25 21:04:50.619 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 113	train_steps 520	{'step': '113/10000', 'learning_rate': '0.00001000', 'loss': '-7.916e-09', 'grad_norm': '0.00532004', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.06909180', 'grpo_loop_time': '420.78222656', 'ref_model_time': '114.40778351', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88895029', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.67236328', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.916e-09', 'kl_loss': '0.00810220', 'kl_moving': '0.00810220', 'kl_stepwise': '-2.025e-08', 'gathered_avg_reward_mean': '8.67126465', 'gathered_avg_reward_std': '1.35788572', 'gathered_video_score2_mq_reward_mean': '3.02160645', 'gathered_video_score2_mq_reward_std': '0.39799622', 'gathered_video_score2_overall_reward_mean': '8.67236328', 'gathered_video_score2_overall_reward_std': '1.35817337', 'gathered_video_score2_ta_reward_mean': '2.88427734', 'gathered_video_score2_ta_reward_std': '0.73494470', 'gathered_video_score2_vq_reward_mean': '2.76538086', 'gathered_video_score2_vq_reward_std': '0.57532871', 'gathered_ori_avg_reward_mean': '8.67126465', 'gathered_ori_avg_reward_std': '1.35788572'}
+2026-06-25 21:04:50.742 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 21:04:50.828 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:04:50.859 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 21:05:56.230 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000013/group_0/index_8365_seed_10793_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:06:11.217 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:06:11.221 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-25 21:07:23.360 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000013/group_0/index_8365_seed_10794_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:07:48.685 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 21:07:48.830 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 21:07:49.598 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.93s/it]
+2026-06-25 21:09:42.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.05s (1.88min)
+2026-06-25 21:09:43.497 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 21:11:42.029 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 13: training:  50%|█████     | 1/2 [03:28<03:28, 208.34s/it]              2026-06-25 21:18:43.076 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 14, train_steps: 560
+Global Step 13: training: 100%|██████████| 2/2 [07:00<00:00, 210.49s/it]10, 10.65s/it]
+2026-06-25 21:18:43.573 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 114	train_steps 560	{'step': '114/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00468944', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.71078491', 'grpo_loop_time': '420.97753906', 'ref_model_time': '113.05022430', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85683495', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17041016', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.447e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00658391', 'kl_moving': '0.00658392', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '9.17077637', 'gathered_avg_reward_std': '1.20031798', 'gathered_video_score2_mq_reward_mean': '3.14135742', 'gathered_video_score2_mq_reward_std': '0.39752144', 'gathered_video_score2_overall_reward_mean': '9.17041016', 'gathered_video_score2_overall_reward_std': '1.19819319', 'gathered_video_score2_ta_reward_mean': '2.98852539', 'gathered_video_score2_ta_reward_std': '0.80721259', 'gathered_video_score2_vq_reward_mean': '3.04089355', 'gathered_video_score2_vq_reward_std': '0.45753542', 'gathered_ori_avg_reward_mean': '9.17077637', 'gathered_ori_avg_reward_std': '1.20031798'}
+2026-06-25 21:18:43.693 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 21:18:43.777 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:18:43.792 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 21:19:49.340 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000014/group_0/index_4241_seed_33057_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:20:05.258 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:20:05.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-25 21:21:17.498 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000014/group_0/index_4241_seed_33058_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:21:38.761 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 21:21:38.922 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 21:21:39.669 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.41s/it]
+2026-06-25 21:23:32.459 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.64s (1.88min)
+2026-06-25 21:23:33.153 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 21:25:30.191 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 14: training:  50%|█████     | 1/2 [03:27<03:27, 207.71s/it]              2026-06-25 21:32:30.740 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 15, train_steps: 600
+Global Step 14: training: 100%|██████████| 2/2 [07:00<00:00, 210.27s/it]10, 10.66s/it]
+2026-06-25 21:32:31.299 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 115	train_steps 600	{'step': '115/10000', 'learning_rate': '0.00001000', 'loss': '-1.062e-08', 'grad_norm': '0.00309314', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.41482544', 'grpo_loop_time': '420.54760742', 'ref_model_time': '112.64299774', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85765535', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03417969', 'token_credit_video_advantage_mean': '-3.492e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.392e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.062e-08', 'kl_loss': '0.00656657', 'kl_moving': '0.00656657', 'kl_stepwise': '-1.886e-08', 'gathered_avg_reward_mean': '9.03771973', 'gathered_avg_reward_std': '1.05685222', 'gathered_video_score2_mq_reward_mean': '3.16748047', 'gathered_video_score2_mq_reward_std': '0.30719954', 'gathered_video_score2_overall_reward_mean': '9.03417969', 'gathered_video_score2_overall_reward_std': '1.05164087', 'gathered_video_score2_ta_reward_mean': '2.93835449', 'gathered_video_score2_ta_reward_std': '0.71481192', 'gathered_video_score2_vq_reward_mean': '2.93188477', 'gathered_video_score2_vq_reward_std': '0.48474789', 'gathered_ori_avg_reward_mean': '9.03771973', 'gathered_ori_avg_reward_std': '1.05685234'}
+2026-06-25 21:32:31.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 21:32:31.519 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:32:31.537 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 21:33:37.278 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000015/group_0/index_6121_seed_22864_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:33:51.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:33:51.855 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-25 21:35:01.602 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000015/group_0/index_6121_seed_22865_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:35:20.628 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 21:35:20.758 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 21:35:21.541 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-25 21:37:15.424 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.70s (1.90min)
+2026-06-25 21:37:16.115 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 21:39:14.880 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 15: training:  50%|█████     | 1/2 [03:28<03:28, 208.31s/it]              2026-06-25 21:46:15.651 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 16, train_steps: 640
+Global Step 15: training: 100%|██████████| 2/2 [07:00<00:00, 210.43s/it]10, 10.63s/it]
+2026-06-25 21:46:16.307 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 116	train_steps 640	{'step': '116/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00465423', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.63827515', 'grpo_loop_time': '420.86529541', 'ref_model_time': '113.70160675', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87309980', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07031250', 'token_credit_video_advantage_mean': '-6.985e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00740845', 'kl_moving': '0.00740845', 'kl_stepwise': '-1.972e-08', 'gathered_avg_reward_mean': '9.07043457', 'gathered_avg_reward_std': '1.67905688', 'gathered_video_score2_mq_reward_mean': '3.16455078', 'gathered_video_score2_mq_reward_std': '0.58220798', 'gathered_video_score2_overall_reward_mean': '9.07031250', 'gathered_video_score2_overall_reward_std': '1.68154871', 'gathered_video_score2_ta_reward_mean': '3.04211426', 'gathered_video_score2_ta_reward_std': '0.63050950', 'gathered_video_score2_vq_reward_mean': '2.86376953', 'gathered_video_score2_vq_reward_std': '0.76153702', 'gathered_ori_avg_reward_mean': '9.07043457', 'gathered_ori_avg_reward_std': '1.67905688'}
+2026-06-25 21:46:16.445 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 21:46:16.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:46:16.546 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 21:47:22.192 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000016/group_0/index_3814_seed_28667_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:47:36.143 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 21:47:36.146 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.25s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.25s/it]
+2026-06-25 21:48:47.889 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000016/group_0/index_3814_seed_28668_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 21:49:09.537 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 21:49:09.971 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 21:49:10.695 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it]
+2026-06-25 21:51:03.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.68s (1.88min)
+2026-06-25 21:51:04.237 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 21:53:01.917 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 16: training:  50%|█████     | 1/2 [03:29<03:29, 209.97s/it]              2026-06-25 22:00:04.967 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 17, train_steps: 680
+Global Step 16: training: 100%|██████████| 2/2 [07:03<00:00, 211.53s/it]10, 10.67s/it]
+2026-06-25 22:00:05.551 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 117	train_steps 680	{'step': '117/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00450088', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.74844360', 'grpo_loop_time': '423.05545044', 'ref_model_time': '112.68354034', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86590356', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.56835938', 'token_credit_video_advantage_mean': '-4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00714378', 'kl_moving': '0.00714378', 'kl_stepwise': '-1.832e-08', 'gathered_avg_reward_mean': '8.56738281', 'gathered_avg_reward_std': '0.95522642', 'gathered_video_score2_mq_reward_mean': '3.00805664', 'gathered_video_score2_mq_reward_std': '0.27781090', 'gathered_video_score2_overall_reward_mean': '8.56835938', 'gathered_video_score2_overall_reward_std': '0.95547348', 'gathered_video_score2_ta_reward_mean': '2.61645508', 'gathered_video_score2_ta_reward_std': '0.48965377', 'gathered_video_score2_vq_reward_mean': '2.94287109', 'gathered_video_score2_vq_reward_std': '0.52673554', 'gathered_ori_avg_reward_mean': '8.56738281', 'gathered_ori_avg_reward_std': '0.95522642'}
+2026-06-25 22:00:05.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 22:00:05.761 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:00:05.780 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 22:01:11.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000017/group_0/index_367_seed_17358_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:01:24.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:01:24.875 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-25 22:02:36.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000017/group_0/index_367_seed_17359_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:02:57.753 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 22:02:57.900 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 22:02:58.825 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.67s/it]
+2026-06-25 22:04:53.317 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.49s (1.91min)
+2026-06-25 22:04:54.001 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 22:06:50.962 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 17: training:  50%|█████     | 1/2 [03:26<03:26, 206.85s/it]              2026-06-25 22:13:49.818 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 18, train_steps: 720
+Global Step 17: training: 100%|██████████| 2/2 [06:58<00:00, 209.42s/it]10, 10.50s/it]
+2026-06-25 22:13:50.471 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 118	train_steps 720	{'step': '118/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-09', 'grad_norm': '0.00382227', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.28485107', 'grpo_loop_time': '418.84527588', 'ref_model_time': '114.48852539', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87455487', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.56738281', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.386e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00724955', 'kl_moving': '0.00724956', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '8.56689453', 'gathered_avg_reward_std': '1.35992551', 'gathered_video_score2_mq_reward_mean': '3.06909180', 'gathered_video_score2_mq_reward_std': '0.45604992', 'gathered_video_score2_overall_reward_mean': '8.56738281', 'gathered_video_score2_overall_reward_std': '1.36145246', 'gathered_video_score2_ta_reward_mean': '2.77026367', 'gathered_video_score2_ta_reward_std': '0.74951118', 'gathered_video_score2_vq_reward_mean': '2.72753906', 'gathered_video_score2_vq_reward_std': '0.55346632', 'gathered_ori_avg_reward_mean': '8.56689453', 'gathered_ori_avg_reward_std': '1.35992551'}
+2026-06-25 22:13:50.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 22:13:50.622 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:13:50.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 22:14:56.423 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000018/group_0/index_8800_seed_13689_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:15:13.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:15:13.362 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-25 22:16:22.053 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000018/group_0/index_8800_seed_13690_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:16:44.673 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 22:16:44.839 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 22:16:45.649 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-25 22:18:38.388 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.63s (1.88min)
+2026-06-25 22:18:39.102 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 22:20:37.931 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 18: training:  50%|█████     | 1/2 [03:29<03:29, 209.05s/it]              2026-06-25 22:27:38.744 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 19, train_steps: 760
+Global Step 18: training: 100%|██████████| 2/2 [07:00<00:00, 210.40s/it]10, 10.50s/it]
+2026-06-25 22:27:39.308 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 119	train_steps 760	{'step': '119/10000', 'learning_rate': '0.00001000', 'loss': '-3.492e-10', 'grad_norm': '0.00447779', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.53280640', 'grpo_loop_time': '420.80776978', 'ref_model_time': '112.62687683', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88071722', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.05224609', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.048e-09', 'kl_loss': '0.00733185', 'kl_moving': '0.00733185', 'kl_stepwise': '-2.026e-08', 'gathered_avg_reward_mean': '9.04797363', 'gathered_avg_reward_std': '1.19490302', 'gathered_video_score2_mq_reward_mean': '3.17626953', 'gathered_video_score2_mq_reward_std': '0.39911160', 'gathered_video_score2_overall_reward_mean': '9.05224609', 'gathered_video_score2_overall_reward_std': '1.19773614', 'gathered_video_score2_ta_reward_mean': '2.96496582', 'gathered_video_score2_ta_reward_std': '0.62299025', 'gathered_video_score2_vq_reward_mean': '2.90673828', 'gathered_video_score2_vq_reward_std': '0.54235166', 'gathered_ori_avg_reward_mean': '9.04797363', 'gathered_ori_avg_reward_std': '1.19490302'}
+2026-06-25 22:27:39.423 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 22:27:39.511 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:27:39.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 22:28:45.318 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000019/group_0/index_657_seed_28953_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:29:02.124 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:29:02.280 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.10s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.10s/it]
+2026-06-25 22:30:11.006 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000019/group_0/index_657_seed_28954_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:30:31.115 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 22:30:31.282 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 22:30:32.086 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.49s/it]
+2026-06-25 22:32:25.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.91s (1.88min)
+2026-06-25 22:32:25.856 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 22:34:23.597 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 19: training:  50%|█████     | 1/2 [03:26<03:26, 206.77s/it]              2026-06-25 22:41:22.084 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 20, train_steps: 800
+Global Step 19: training: 100%|██████████| 2/2 [06:58<00:00, 209.24s/it]10, 10.48s/it]
+2026-06-25 22:41:22.659 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 120	train_steps 800	{'step': '120/10000', 'learning_rate': '0.00001000', 'loss': '1.676e-08', 'grad_norm': '0.00428806', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.38751221', 'grpo_loop_time': '418.48681641', 'ref_model_time': '112.91280365', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86116183', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.84033203', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.474e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.676e-08', 'kl_loss': '0.00794348', 'kl_moving': '0.00794348', 'kl_stepwise': '-1.945e-08', 'gathered_avg_reward_mean': '8.83801270', 'gathered_avg_reward_std': '0.98020822', 'gathered_video_score2_mq_reward_mean': '3.10058594', 'gathered_video_score2_mq_reward_std': '0.36525917', 'gathered_video_score2_overall_reward_mean': '8.84033203', 'gathered_video_score2_overall_reward_std': '0.98130280', 'gathered_video_score2_ta_reward_mean': '2.87756348', 'gathered_video_score2_ta_reward_std': '0.49648780', 'gathered_video_score2_vq_reward_mean': '2.85986328', 'gathered_video_score2_vq_reward_std': '0.52627367', 'gathered_ori_avg_reward_mean': '8.83801270', 'gathered_ori_avg_reward_std': '0.98020828'}
+2026-06-25 22:41:57.946 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=20 (missing=0, unexpected=0)
+2026-06-25 22:41:59.823 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 22:41:59.912 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:41:59.968 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-25 22:43:07.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000020/group_0/index_5415_seed_11619_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:43:24.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:43:24.113 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-25 22:44:31.430 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000020/group_0/index_5415_seed_11620_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:44:51.320 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 22:44:51.463 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 22:44:52.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-25 22:46:44.693 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.30s (1.87min)
+2026-06-25 22:46:45.399 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 22:48:44.063 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 20: training:  50%|█████     | 1/2 [03:28<03:28, 208.51s/it]              2026-06-25 22:55:44.912 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 21, train_steps: 840
+Global Step 20: training: 100%|██████████| 2/2 [07:00<00:00, 210.42s/it]10, 10.51s/it]
+2026-06-25 22:55:45.544 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 121	train_steps 840	{'step': '121/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00352763', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.53082275', 'grpo_loop_time': '420.84179688', 'ref_model_time': '112.30456543', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83263940', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72363281', 'token_credit_video_advantage_mean': '-9.080e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.00679415', 'kl_moving': '0.00679415', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '8.72790527', 'gathered_avg_reward_std': '1.21284068', 'gathered_video_score2_mq_reward_mean': '3.03112793', 'gathered_video_score2_mq_reward_std': '0.37621996', 'gathered_video_score2_overall_reward_mean': '8.72363281', 'gathered_video_score2_overall_reward_std': '1.21088982', 'gathered_video_score2_ta_reward_mean': '2.94519043', 'gathered_video_score2_ta_reward_std': '0.66892534', 'gathered_video_score2_vq_reward_mean': '2.75158691', 'gathered_video_score2_vq_reward_std': '0.52845871', 'gathered_ori_avg_reward_mean': '8.72790527', 'gathered_ori_avg_reward_std': '1.21284080'}
+2026-06-25 22:55:45.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 22:55:45.701 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:55:45.714 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 22:56:51.450 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000021/group_0/index_6892_seed_11576_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:57:07.588 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 22:57:07.592 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-25 22:58:16.867 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000021/group_0/index_6892_seed_11577_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 22:58:38.405 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 22:58:38.566 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 22:58:39.488 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-25 23:00:32.353 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.86s (1.88min)
+2026-06-25 23:00:33.047 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 23:02:30.619 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 21: training:  50%|█████     | 1/2 [03:26<03:26, 206.96s/it]              2026-06-25 23:09:29.352 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 22, train_steps: 880
+Global Step 21: training: 100%|██████████| 2/2 [06:58<00:00, 209.36s/it]10, 10.48s/it]
+2026-06-25 23:09:29.999 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 122	train_steps 880	{'step': '122/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00666605', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.39306641', 'grpo_loop_time': '418.72781372', 'ref_model_time': '112.86054993', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84352958', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.71240234', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00698660', 'kl_moving': '0.00698660', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '8.70812988', 'gathered_avg_reward_std': '1.12676728', 'gathered_video_score2_mq_reward_mean': '3.00744629', 'gathered_video_score2_mq_reward_std': '0.44357750', 'gathered_video_score2_overall_reward_mean': '8.71240234', 'gathered_video_score2_overall_reward_std': '1.12748182', 'gathered_video_score2_ta_reward_mean': '2.86120605', 'gathered_video_score2_ta_reward_std': '0.63004369', 'gathered_video_score2_vq_reward_mean': '2.83947754', 'gathered_video_score2_vq_reward_std': '0.56179076', 'gathered_ori_avg_reward_mean': '8.70812988', 'gathered_ori_avg_reward_std': '1.12676728'}
+2026-06-25 23:09:30.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 23:09:30.149 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:09:30.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-25 23:10:35.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000022/group_0/index_4192_seed_17251_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:10:49.047 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:10:49.050 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.30s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.30s/it]
+2026-06-25 23:12:01.663 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000022/group_0/index_4192_seed_17252_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:12:21.612 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 23:12:21.704 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 23:12:22.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-25 23:14:15.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.95s (1.88min)
+2026-06-25 23:14:16.695 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 23:16:15.104 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 22: training:  50%|█████     | 1/2 [03:27<03:27, 207.72s/it]              2026-06-25 23:23:14.210 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 23, train_steps: 920
+Global Step 22: training: 100%|██████████| 2/2 [06:59<00:00, 209.54s/it]10, 10.48s/it]
+2026-06-25 23:23:14.880 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 123	train_steps 920	{'step': '123/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-09', 'grad_norm': '0.00384963', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.59136963', 'grpo_loop_time': '419.08319092', 'ref_model_time': '112.95431519', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82726693', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.51318359', 'token_credit_video_advantage_mean': '-6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-09', 'kl_loss': '0.00681987', 'kl_moving': '0.00681988', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '9.51293945', 'gathered_avg_reward_std': '1.21288598', 'gathered_video_score2_mq_reward_mean': '3.31140137', 'gathered_video_score2_mq_reward_std': '0.46887586', 'gathered_video_score2_overall_reward_mean': '9.51318359', 'gathered_video_score2_overall_reward_std': '1.21416914', 'gathered_video_score2_ta_reward_mean': '3.14038086', 'gathered_video_score2_ta_reward_std': '0.63434327', 'gathered_video_score2_vq_reward_mean': '3.06115723', 'gathered_video_score2_vq_reward_std': '0.43536192', 'gathered_ori_avg_reward_mean': '9.51293945', 'gathered_ori_avg_reward_std': '1.21288610'}
+2026-06-25 23:23:14.929 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 23:23:15.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:23:15.071 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-25 23:24:20.689 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000023/group_0/index_7474_seed_23209_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:24:38.022 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:24:38.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-25 23:25:47.197 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000023/group_0/index_7474_seed_23210_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:26:10.058 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 23:26:10.267 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 23:26:11.148 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.18s/it]
+2026-06-25 23:28:05.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.95s (1.90min)
+2026-06-25 23:28:05.809 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 23:30:04.871 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 23: training:  50%|█████     | 1/2 [03:29<03:29, 209.72s/it]              2026-06-25 23:37:06.367 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 24, train_steps: 960
+Global Step 23: training: 100%|██████████| 2/2 [07:01<00:00, 210.73s/it]10, 10.48s/it]
+2026-06-25 23:37:07.022 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 124	train_steps 960	{'step': '124/10000', 'learning_rate': '0.00001000', 'loss': '4.191e-09', 'grad_norm': '0.00577639', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.83566284', 'grpo_loop_time': '421.45709229', 'ref_model_time': '113.95275879', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89162189', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20654297', 'token_credit_video_advantage_mean': '2.328e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.384e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00730777', 'kl_moving': '0.00730777', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '9.20556641', 'gathered_avg_reward_std': '1.02760351', 'gathered_video_score2_mq_reward_mean': '3.23022461', 'gathered_video_score2_mq_reward_std': '0.35135892', 'gathered_video_score2_overall_reward_mean': '9.20654297', 'gathered_video_score2_overall_reward_std': '1.03359425', 'gathered_video_score2_ta_reward_mean': '2.99377441', 'gathered_video_score2_ta_reward_std': '0.59185839', 'gathered_video_score2_vq_reward_mean': '2.98156738', 'gathered_video_score2_vq_reward_std': '0.55401719', 'gathered_ori_avg_reward_mean': '9.20556641', 'gathered_ori_avg_reward_std': '1.02760351'}
+2026-06-25 23:37:07.069 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 23:37:07.164 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:37:07.193 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-25 23:38:13.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000024/group_0/index_9364_seed_12316_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:38:29.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:38:29.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-25 23:39:38.263 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000024/group_0/index_9364_seed_12317_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:40:00.963 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 23:40:01.116 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 23:40:02.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.62s/it]
+2026-06-25 23:41:56.198 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.96s (1.90min)
+2026-06-25 23:41:56.923 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 23:43:54.144 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 24: training:  50%|█████     | 1/2 [03:27<03:27, 207.73s/it]              2026-06-25 23:50:53.555 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 25, train_steps: 1000
+Global Step 24: training: 100%|██████████| 2/2 [06:59<00:00, 209.70s/it]10, 10.48s/it]
+2026-06-25 23:50:54.175 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 125	train_steps 1000	{'step': '125/10000', 'learning_rate': '0.00001000', 'loss': '-1.211e-08', 'grad_norm': '0.00437919', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.80786133', 'grpo_loop_time': '419.40768433', 'ref_model_time': '113.95996094', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84609616', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.80664062', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.00709591', 'kl_moving': '0.00709591', 'kl_stepwise': '-1.832e-08', 'gathered_avg_reward_mean': '8.80712891', 'gathered_avg_reward_std': '0.89354545', 'gathered_video_score2_mq_reward_mean': '3.08740234', 'gathered_video_score2_mq_reward_std': '0.26901728', 'gathered_video_score2_overall_reward_mean': '8.80664062', 'gathered_video_score2_overall_reward_std': '0.89545828', 'gathered_video_score2_ta_reward_mean': '2.98681641', 'gathered_video_score2_ta_reward_std': '0.45915446', 'gathered_video_score2_vq_reward_mean': '2.73291016', 'gathered_video_score2_vq_reward_std': '0.49232092', 'gathered_ori_avg_reward_mean': '8.80712891', 'gathered_ori_avg_reward_std': '0.89354551'}
+2026-06-25 23:51:51.668 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 125 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-125
+/nfs/ywang29/Reward_finetuning/SAGE-GRPO/post_train.py:1781: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
+  "saved_at_utc": datetime.datetime.utcnow().isoformat(timespec="seconds") + "Z",
+2026-06-25 23:51:51.805 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 125: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-125
+2026-06-25 23:51:51.965 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-25 23:51:52.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:51:52.096 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-25 23:52:58.074 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000025/group_0/index_1319_seed_27710_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:53:12.868 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-25 23:53:12.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-25 23:54:23.075 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000025/group_0/index_1319_seed_27711_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-25 23:54:42.933 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-25 23:54:43.096 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-25 23:54:43.846 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-25 23:56:36.757 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.76s (1.88min)
+2026-06-25 23:56:37.459 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-25 23:58:36.152 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 25: training:  50%|█████     | 1/2 [03:27<03:27, 207.54s/it]              2026-06-26 00:05:35.708 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 26, train_steps: 1040
+Global Step 25: training: 100%|██████████| 2/2 [06:59<00:00, 209.77s/it]10, 10.50s/it]
+2026-06-26 00:05:36.319 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 126	train_steps 1040	{'step': '126/10000', 'learning_rate': '0.00001000', 'loss': '5.355e-09', 'grad_norm': '0.00562827', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.44406128', 'grpo_loop_time': '419.54040527', 'ref_model_time': '112.76136780', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89802229', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.84326172', 'token_credit_video_advantage_mean': '-1.164e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.424e-09', 'kl_loss': '0.00710776', 'kl_moving': '0.00710776', 'kl_stepwise': '-2.038e-08', 'gathered_avg_reward_mean': '8.84655762', 'gathered_avg_reward_std': '1.34814894', 'gathered_video_score2_mq_reward_mean': '3.10681152', 'gathered_video_score2_mq_reward_std': '0.45593035', 'gathered_video_score2_overall_reward_mean': '8.84326172', 'gathered_video_score2_overall_reward_std': '1.34580934', 'gathered_video_score2_ta_reward_mean': '2.81115723', 'gathered_video_score2_ta_reward_std': '0.59987903', 'gathered_video_score2_vq_reward_mean': '2.92858887', 'gathered_video_score2_vq_reward_std': '0.55561495', 'gathered_ori_avg_reward_mean': '8.84655762', 'gathered_ori_avg_reward_std': '1.34814894'}
+2026-06-26 00:05:36.372 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 00:05:36.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:05:36.491 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 00:06:42.052 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000026/group_0/index_3260_seed_679_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:06:57.270 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:06:57.271 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-26 00:08:07.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000026/group_0/index_3260_seed_680_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:08:27.266 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 00:08:27.439 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 00:08:28.186 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.57s/it]
+2026-06-26 00:10:21.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.18s (1.89min)
+2026-06-26 00:10:22.184 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 00:12:20.733 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 26: training:  50%|█████     | 1/2 [03:27<03:27, 207.83s/it]              2026-06-26 00:19:20.392 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 27, train_steps: 1080
+Global Step 26: training: 100%|██████████| 2/2 [06:59<00:00, 209.82s/it]10, 10.49s/it]
+2026-06-26 00:19:21.012 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 127	train_steps 1080	{'step': '127/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00422704', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.76876831', 'grpo_loop_time': '419.64453125', 'ref_model_time': '113.17579651', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87407720', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.76904297', 'token_credit_video_advantage_mean': '-1.118e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00704024', 'kl_moving': '0.00704024', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '8.76831055', 'gathered_avg_reward_std': '1.06984651', 'gathered_video_score2_mq_reward_mean': '3.07873535', 'gathered_video_score2_mq_reward_std': '0.30406809', 'gathered_video_score2_overall_reward_mean': '8.76904297', 'gathered_video_score2_overall_reward_std': '1.07185984', 'gathered_video_score2_ta_reward_mean': '2.81420898', 'gathered_video_score2_ta_reward_std': '0.66994673', 'gathered_video_score2_vq_reward_mean': '2.87536621', 'gathered_video_score2_vq_reward_std': '0.54049790', 'gathered_ori_avg_reward_mean': '8.76831055', 'gathered_ori_avg_reward_std': '1.06984663'}
+2026-06-26 00:19:21.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 00:19:21.157 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:19:21.199 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-26 00:20:26.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000027/group_0/index_2884_seed_11115_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:20:42.141 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:20:42.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-26 00:21:50.847 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000027/group_0/index_2884_seed_11116_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:22:10.367 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 00:22:10.531 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 00:22:11.304 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.43s/it]
+2026-06-26 00:24:04.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.52s (1.89min)
+2026-06-26 00:24:05.684 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 00:26:05.222 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 27: training:  50%|█████     | 1/2 [03:29<03:29, 209.75s/it]              2026-06-26 00:33:06.738 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 28, train_steps: 1120
+Global Step 27: training: 100%|██████████| 2/2 [07:01<00:00, 210.75s/it]10, 10.49s/it]
+2026-06-26 00:33:07.360 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 128	train_steps 1120	{'step': '128/10000', 'learning_rate': '0.00001000', 'loss': '1.676e-09', 'grad_norm': '0.00704696', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.57858276', 'grpo_loop_time': '421.51068115', 'ref_model_time': '113.52445984', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87368751', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01660156', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.774e-09', 'kl_loss': '0.00850071', 'kl_moving': '0.00850071', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '9.01831055', 'gathered_avg_reward_std': '1.37120020', 'gathered_video_score2_mq_reward_mean': '3.16967773', 'gathered_video_score2_mq_reward_std': '0.43287057', 'gathered_video_score2_overall_reward_mean': '9.01660156', 'gathered_video_score2_overall_reward_std': '1.37134373', 'gathered_video_score2_ta_reward_mean': '3.09008789', 'gathered_video_score2_ta_reward_std': '0.52492023', 'gathered_video_score2_vq_reward_mean': '2.75854492', 'gathered_video_score2_vq_reward_std': '0.64518601', 'gathered_ori_avg_reward_mean': '9.01831055', 'gathered_ori_avg_reward_std': '1.37120032'}
+2026-06-26 00:33:07.427 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 00:33:07.521 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:33:07.536 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 00:34:13.415 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000028/group_0/index_7718_seed_23896_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:34:26.019 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:34:26.023 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.26s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.26s/it]
+2026-06-26 00:35:37.941 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000028/group_0/index_7718_seed_23897_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:36:02.989 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 00:36:03.136 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 00:36:04.162 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.62s/it]
+2026-06-26 00:37:58.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.22s (1.90min)
+2026-06-26 00:37:59.275 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 00:39:59.271 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 28: training:  50%|█████     | 1/2 [03:31<03:31, 211.25s/it]              2026-06-26 00:47:02.330 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 29, train_steps: 1160
+Global Step 28: training: 100%|██████████| 2/2 [07:03<00:00, 211.52s/it]10, 10.50s/it]
+2026-06-26 00:47:02.940 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 129	train_steps 1160	{'step': '129/10000', 'learning_rate': '0.00001000', 'loss': '-5.821e-09', 'grad_norm': '0.00660073', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.80303955', 'grpo_loop_time': '423.04638672', 'ref_model_time': '114.21837616', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88491195', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.08691406', 'token_credit_video_advantage_mean': '3.492e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.821e-09', 'kl_loss': '0.00733304', 'kl_moving': '0.00733304', 'kl_stepwise': '-1.909e-08', 'gathered_avg_reward_mean': '9.08532715', 'gathered_avg_reward_std': '1.16342187', 'gathered_video_score2_mq_reward_mean': '3.19311523', 'gathered_video_score2_mq_reward_std': '0.39320794', 'gathered_video_score2_overall_reward_mean': '9.08691406', 'gathered_video_score2_overall_reward_std': '1.16284895', 'gathered_video_score2_ta_reward_mean': '2.99877930', 'gathered_video_score2_ta_reward_std': '0.51812363', 'gathered_video_score2_vq_reward_mean': '2.89343262', 'gathered_video_score2_vq_reward_std': '0.57307059', 'gathered_ori_avg_reward_mean': '9.08532715', 'gathered_ori_avg_reward_std': '1.16342187'}
+2026-06-26 00:47:03.001 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 00:47:03.090 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:47:03.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-26 00:48:09.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000029/group_0/index_6763_seed_10134_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:48:23.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 00:48:23.407 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.39s/it][01:07<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.39s/it]
+2026-06-26 00:49:37.982 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000029/group_0/index_6763_seed_10135_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 00:49:59.961 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 00:50:00.121 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 00:50:00.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-26 00:51:54.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.60s (1.89min)
+2026-06-26 00:51:55.434 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 00:53:52.594 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 29: training:  50%|█████     | 1/2 [03:28<03:28, 208.07s/it]              2026-06-26 01:00:52.529 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 30, train_steps: 1200
+Global Step 29: training: 100%|██████████| 2/2 [06:59<00:00, 209.96s/it]10, 10.51s/it]
+2026-06-26 01:00:53.157 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 130	train_steps 1200	{'step': '130/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00882594', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.38720703', 'grpo_loop_time': '419.92459106', 'ref_model_time': '113.59909821', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88300258', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.40966797', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00745736', 'kl_moving': '0.00745736', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '9.40942383', 'gathered_avg_reward_std': '1.39331055', 'gathered_video_score2_mq_reward_mean': '3.29675293', 'gathered_video_score2_mq_reward_std': '0.53857136', 'gathered_video_score2_overall_reward_mean': '9.40966797', 'gathered_video_score2_overall_reward_std': '1.39383757', 'gathered_video_score2_ta_reward_mean': '2.94799805', 'gathered_video_score2_ta_reward_std': '0.67011291', 'gathered_video_score2_vq_reward_mean': '3.16467285', 'gathered_video_score2_vq_reward_std': '0.49775633', 'gathered_ori_avg_reward_mean': '9.40942383', 'gathered_ori_avg_reward_std': '1.39331055'}
+2026-06-26 01:01:28.731 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=30 (missing=0, unexpected=0)
+2026-06-26 01:01:30.787 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 01:01:30.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:01:30.923 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  3.00s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  3.00s/it]
+2026-06-26 01:02:38.561 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000030/group_0/index_8075_seed_1736_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:02:52.487 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:02:52.490 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-26 01:04:03.981 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000030/group_0/index_8075_seed_1737_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:04:24.757 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 01:04:24.921 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 01:04:25.956 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.90s/it]
+2026-06-26 01:06:18.431 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.47s (1.87min)
+2026-06-26 01:06:19.174 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 01:08:18.361 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 30: training:  50%|█████     | 1/2 [03:26<03:26, 206.54s/it]              2026-06-26 01:15:17.109 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 31, train_steps: 1240
+Global Step 30: training: 100%|██████████| 2/2 [06:58<00:00, 209.37s/it]10, 10.52s/it]
+2026-06-26 01:15:17.752 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 131	train_steps 1240	{'step': '131/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-10', 'grad_norm': '0.00611770', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.34295654', 'grpo_loop_time': '418.74902344', 'ref_model_time': '112.47180939', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87165946', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.88281250', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00681395', 'kl_moving': '0.00681395', 'kl_stepwise': '-2.009e-08', 'gathered_avg_reward_mean': '8.87756348', 'gathered_avg_reward_std': '1.07237422', 'gathered_video_score2_mq_reward_mean': '3.15100098', 'gathered_video_score2_mq_reward_std': '0.36755627', 'gathered_video_score2_overall_reward_mean': '8.88281250', 'gathered_video_score2_overall_reward_std': '1.07348692', 'gathered_video_score2_ta_reward_mean': '2.90087891', 'gathered_video_score2_ta_reward_std': '0.55438459', 'gathered_video_score2_vq_reward_mean': '2.82568359', 'gathered_video_score2_vq_reward_std': '0.55713534', 'gathered_ori_avg_reward_mean': '8.87756348', 'gathered_ori_avg_reward_std': '1.07237422'}
+2026-06-26 01:15:17.800 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 01:15:17.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:15:17.922 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 01:16:23.931 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000031/group_0/index_9874_seed_23792_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:16:41.340 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:16:41.344 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-26 01:17:50.691 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000031/group_0/index_9874_seed_23793_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:18:11.059 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 01:18:11.186 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 01:18:11.969 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.48s/it]
+2026-06-26 01:20:06.119 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.00s (1.90min)
+2026-06-26 01:20:06.849 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 01:22:06.591 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 31: training:  50%|█████     | 1/2 [03:29<03:29, 209.41s/it]              2026-06-26 01:29:07.790 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 32, train_steps: 1280
+Global Step 31: training: 100%|██████████| 2/2 [07:01<00:00, 210.59s/it]10, 10.50s/it]
+2026-06-26 01:29:08.407 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 132	train_steps 1280	{'step': '132/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00388266', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.00390625', 'grpo_loop_time': '421.18627930', 'ref_model_time': '114.00210571', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86353749', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.61669922', 'token_credit_video_advantage_mean': '-4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.397e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00655967', 'kl_moving': '0.00655967', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '9.61389160', 'gathered_avg_reward_std': '1.19922984', 'gathered_video_score2_mq_reward_mean': '3.25854492', 'gathered_video_score2_mq_reward_std': '0.44824904', 'gathered_video_score2_overall_reward_mean': '9.61669922', 'gathered_video_score2_overall_reward_std': '1.19541776', 'gathered_video_score2_ta_reward_mean': '3.28125000', 'gathered_video_score2_ta_reward_std': '0.56498337', 'gathered_video_score2_vq_reward_mean': '3.07409668', 'gathered_video_score2_vq_reward_std': '0.48452067', 'gathered_ori_avg_reward_mean': '9.61389160', 'gathered_ori_avg_reward_std': '1.19922972'}
+2026-06-26 01:29:08.509 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 01:29:08.599 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:29:08.613 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 01:30:15.230 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000032/group_0/index_5918_seed_27276_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:30:31.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:30:31.178 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.93s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 01:31:40.342 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000032/group_0/index_5918_seed_27277_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:32:01.905 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 01:32:02.071 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 01:32:03.061 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:39<00:00, 49.71s/it]
+2026-06-26 01:33:57.438 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.16s (1.90min)
+2026-06-26 01:33:58.159 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 01:35:57.074 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 32: training:  50%|█████     | 1/2 [03:28<03:28, 208.65s/it]              2026-06-26 01:42:57.416 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 33, train_steps: 1320
+Global Step 32: training: 100%|██████████| 2/2 [07:00<00:00, 210.17s/it]10, 10.49s/it]
+2026-06-26 01:42:58.063 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 133	train_steps 1320	{'step': '133/10000', 'learning_rate': '0.00001000', 'loss': '7.683e-09', 'grad_norm': '0.00626005', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.60369873', 'grpo_loop_time': '420.34246826', 'ref_model_time': '114.16038513', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85672283', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.55322266', 'token_credit_video_advantage_mean': '-1.397e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.479e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.821e-09', 'kl_loss': '0.00689281', 'kl_moving': '0.00689282', 'kl_stepwise': '-1.940e-08', 'gathered_avg_reward_mean': '9.55285645', 'gathered_avg_reward_std': '1.17002594', 'gathered_video_score2_mq_reward_mean': '3.29125977', 'gathered_video_score2_mq_reward_std': '0.40809909', 'gathered_video_score2_overall_reward_mean': '9.55322266', 'gathered_video_score2_overall_reward_std': '1.16986394', 'gathered_video_score2_ta_reward_mean': '3.24328613', 'gathered_video_score2_ta_reward_std': '0.56260657', 'gathered_video_score2_vq_reward_mean': '3.01831055', 'gathered_video_score2_vq_reward_std': '0.51693690', 'gathered_ori_avg_reward_mean': '9.55285645', 'gathered_ori_avg_reward_std': '1.17002606'}
+2026-06-26 01:42:58.119 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 01:42:58.215 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:42:58.232 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 01:44:04.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000033/group_0/index_113_seed_5468_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:44:18.610 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:44:18.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-26 01:45:29.820 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000033/group_0/index_113_seed_5469_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:45:49.639 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 01:45:49.783 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 01:45:50.542 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.75s/it]
+2026-06-26 01:47:43.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.47s (1.87min)
+2026-06-26 01:47:43.868 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 01:49:43.105 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 33: training:  50%|█████     | 1/2 [03:28<03:28, 208.36s/it]              2026-06-26 01:56:43.447 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 34, train_steps: 1360
+Global Step 33: training: 100%|██████████| 2/2 [07:00<00:00, 210.13s/it]10, 10.50s/it]
+2026-06-26 01:56:44.012 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 134	train_steps 1360	{'step': '134/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-10', 'grad_norm': '0.00786667', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.70431519', 'grpo_loop_time': '420.26214600', 'ref_model_time': '112.46578217', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86480880', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.94775391', 'token_credit_video_advantage_mean': '5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-10', 'kl_loss': '0.00732388', 'kl_moving': '0.00732388', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '8.94580078', 'gathered_avg_reward_std': '1.03654909', 'gathered_video_score2_mq_reward_mean': '3.16845703', 'gathered_video_score2_mq_reward_std': '0.39881521', 'gathered_video_score2_overall_reward_mean': '8.94775391', 'gathered_video_score2_overall_reward_std': '1.03963590', 'gathered_video_score2_ta_reward_mean': '2.78540039', 'gathered_video_score2_ta_reward_std': '0.51291752', 'gathered_video_score2_vq_reward_mean': '2.99194336', 'gathered_video_score2_vq_reward_std': '0.51727951', 'gathered_ori_avg_reward_mean': '8.94580078', 'gathered_ori_avg_reward_std': '1.03654909'}
+2026-06-26 01:56:44.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 01:56:44.162 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:56:44.204 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 01:57:50.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000034/group_0/index_776_seed_23861_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:58:06.693 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 01:58:06.697 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-26 01:59:17.953 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000034/group_0/index_776_seed_23862_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 01:59:39.165 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 01:59:39.330 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 01:59:40.130 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.67s/it]
+2026-06-26 02:01:33.212 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.98s (1.88min)
+2026-06-26 02:01:33.918 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 02:03:30.966 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 34: training:  50%|█████     | 1/2 [03:27<03:27, 207.38s/it]              2026-06-26 02:10:30.202 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 35, train_steps: 1400
+Global Step 34: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]10, 10.50s/it]
+2026-06-26 02:10:30.827 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 135	train_steps 1400	{'step': '135/10000', 'learning_rate': '0.00001000', 'loss': '1.583e-08', 'grad_norm': '0.00846814', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.81262207', 'grpo_loop_time': '419.22338867', 'ref_model_time': '112.97960663', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85730535', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.15576172', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.583e-08', 'kl_loss': '0.00758890', 'kl_moving': '0.00758890', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '9.15881348', 'gathered_avg_reward_std': '1.43422306', 'gathered_video_score2_mq_reward_mean': '3.17626953', 'gathered_video_score2_mq_reward_std': '0.41278425', 'gathered_video_score2_overall_reward_mean': '9.15576172', 'gathered_video_score2_overall_reward_std': '1.43380654', 'gathered_video_score2_ta_reward_mean': '2.99816895', 'gathered_video_score2_ta_reward_std': '0.77255630', 'gathered_video_score2_vq_reward_mean': '2.98437500', 'gathered_video_score2_vq_reward_std': '0.57957155', 'gathered_ori_avg_reward_mean': '9.15881348', 'gathered_ori_avg_reward_std': '1.43422306'}
+2026-06-26 02:10:30.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 02:10:30.979 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:10:31.010 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 02:11:37.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000035/group_0/index_5179_seed_11323_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:11:52.337 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:11:52.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 02:13:03.822 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000035/group_0/index_5179_seed_11324_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:13:23.743 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 02:13:23.911 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 02:13:24.930 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.84s/it]
+2026-06-26 02:15:17.703 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.62s (1.88min)
+2026-06-26 02:15:18.397 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 02:17:15.513 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 35: training:  50%|█████     | 1/2 [03:27<03:27, 207.90s/it]              2026-06-26 02:24:15.212 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 36, train_steps: 1440
+Global Step 35: training: 100%|██████████| 2/2 [06:59<00:00, 209.85s/it]10, 10.48s/it]
+2026-06-26 02:24:15.831 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 136	train_steps 1440	{'step': '136/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-10', 'grad_norm': '0.00424229', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.47656250', 'grpo_loop_time': '419.70288086', 'ref_model_time': '112.62017822', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86555243', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.77685547', 'token_credit_video_advantage_mean': '3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-10', 'kl_loss': '0.00726837', 'kl_moving': '0.00726837', 'kl_stepwise': '-2.024e-08', 'gathered_avg_reward_mean': '8.77478027', 'gathered_avg_reward_std': '1.32323003', 'gathered_video_score2_mq_reward_mean': '3.04650879', 'gathered_video_score2_mq_reward_std': '0.37457868', 'gathered_video_score2_overall_reward_mean': '8.77685547', 'gathered_video_score2_overall_reward_std': '1.32324314', 'gathered_video_score2_ta_reward_mean': '2.92419434', 'gathered_video_score2_ta_reward_std': '0.59377038', 'gathered_video_score2_vq_reward_mean': '2.80407715', 'gathered_video_score2_vq_reward_std': '0.62716043', 'gathered_ori_avg_reward_mean': '8.77478027', 'gathered_ori_avg_reward_std': '1.32323003'}
+2026-06-26 02:24:15.885 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 02:24:15.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:24:15.996 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 02:25:21.861 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000036/group_0/index_5724_seed_12245_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:25:40.262 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:25:40.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-26 02:26:46.368 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000036/group_0/index_5724_seed_12246_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:27:10.907 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 02:27:11.063 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 02:27:11.989 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 02:29:06.277 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.29s (1.90min)
+2026-06-26 02:29:06.991 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 02:31:06.308 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 36: training:  50%|█████     | 1/2 [03:29<03:29, 209.08s/it]              2026-06-26 02:38:07.257 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 37, train_steps: 1480
+Global Step 36: training: 100%|██████████| 2/2 [07:00<00:00, 210.47s/it]10, 10.48s/it]
+2026-06-26 02:38:07.927 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 137	train_steps 1480	{'step': '137/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00527417', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.06149292', 'grpo_loop_time': '420.93945312', 'ref_model_time': '114.28649902', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88816309', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.21533203', 'token_credit_video_advantage_mean': '6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.367e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00745101', 'kl_moving': '0.00745102', 'kl_stepwise': '-1.891e-08', 'gathered_avg_reward_mean': '9.21972656', 'gathered_avg_reward_std': '1.20528901', 'gathered_video_score2_mq_reward_mean': '3.19165039', 'gathered_video_score2_mq_reward_std': '0.39522913', 'gathered_video_score2_overall_reward_mean': '9.21533203', 'gathered_video_score2_overall_reward_std': '1.19837379', 'gathered_video_score2_ta_reward_mean': '3.20825195', 'gathered_video_score2_ta_reward_std': '0.61886829', 'gathered_video_score2_vq_reward_mean': '2.81982422', 'gathered_video_score2_vq_reward_std': '0.52768701', 'gathered_ori_avg_reward_mean': '9.21972656', 'gathered_ori_avg_reward_std': '1.20528901'}
+2026-06-26 02:38:07.976 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 02:38:08.073 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:38:08.117 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 02:39:13.987 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000037/group_0/index_6980_seed_10946_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:39:29.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:39:29.882 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-26 02:40:37.260 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000037/group_0/index_6980_seed_10947_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:40:59.094 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 02:40:59.270 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 02:41:00.172 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.30s/it]
+2026-06-26 02:42:54.331 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.15s (1.90min)
+2026-06-26 02:42:55.045 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 02:44:52.416 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 37: training:  50%|█████     | 1/2 [03:28<03:28, 208.68s/it]              2026-06-26 02:51:53.044 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 38, train_steps: 1520
+Global Step 37: training: 100%|██████████| 2/2 [07:00<00:00, 210.31s/it]10, 10.48s/it]
+2026-06-26 02:51:53.719 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 138	train_steps 1520	{'step': '138/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00542664', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.02307129', 'grpo_loop_time': '420.61453247', 'ref_model_time': '114.15479279', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85929215', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.92724609', 'token_credit_video_advantage_mean': '1.327e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.501e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00796284', 'kl_moving': '0.00796284', 'kl_stepwise': '-2.014e-08', 'gathered_avg_reward_mean': '8.92687988', 'gathered_avg_reward_std': '1.35543668', 'gathered_video_score2_mq_reward_mean': '3.16918945', 'gathered_video_score2_mq_reward_std': '0.34554920', 'gathered_video_score2_overall_reward_mean': '8.92724609', 'gathered_video_score2_overall_reward_std': '1.35570014', 'gathered_video_score2_ta_reward_mean': '2.91174316', 'gathered_video_score2_ta_reward_std': '0.76196748', 'gathered_video_score2_vq_reward_mean': '2.84594727', 'gathered_video_score2_vq_reward_std': '0.63114423', 'gathered_ori_avg_reward_mean': '8.92687988', 'gathered_ori_avg_reward_std': '1.35543668'}
+2026-06-26 02:51:53.765 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 02:51:53.863 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:51:53.893 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 02:52:59.953 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000038/group_0/index_691_seed_10955_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:53:16.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 02:53:16.368 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-26 02:54:25.961 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000038/group_0/index_691_seed_10956_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 02:54:47.356 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 02:54:47.584 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 02:54:48.438 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-26 02:56:41.405 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.87s (1.88min)
+2026-06-26 02:56:42.104 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 02:58:39.661 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 38: training:  50%|█████     | 1/2 [03:28<03:28, 208.43s/it]              2026-06-26 03:05:39.941 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 39, train_steps: 1560
+Global Step 38: training: 100%|██████████| 2/2 [07:00<00:00, 210.14s/it]10, 10.49s/it]
+2026-06-26 03:05:40.684 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 139	train_steps 1560	{'step': '139/10000', 'learning_rate': '0.00001000', 'loss': '5.215e-09', 'grad_norm': '0.00486888', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.29431152', 'grpo_loop_time': '420.38632202', 'ref_model_time': '112.86775970', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86562371', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.02636719', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.512e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.166e-09', 'kl_loss': '0.00766999', 'kl_moving': '0.00766999', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '9.02709961', 'gathered_avg_reward_std': '1.03827095', 'gathered_video_score2_mq_reward_mean': '3.16247559', 'gathered_video_score2_mq_reward_std': '0.36925992', 'gathered_video_score2_overall_reward_mean': '9.02636719', 'gathered_video_score2_overall_reward_std': '1.03725791', 'gathered_video_score2_ta_reward_mean': '2.87329102', 'gathered_video_score2_ta_reward_std': '0.63327116', 'gathered_video_score2_vq_reward_mean': '2.99133301', 'gathered_video_score2_vq_reward_std': '0.49652055', 'gathered_ori_avg_reward_mean': '9.02709961', 'gathered_ori_avg_reward_std': '1.03827107'}
+2026-06-26 03:05:40.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 03:05:40.835 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:05:40.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 03:06:46.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000039/group_0/index_7124_seed_13630_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:07:08.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:07:08.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-26 03:08:15.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000039/group_0/index_7124_seed_13631_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:08:37.515 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 03:08:37.685 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 03:08:38.424 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.41s/it]
+2026-06-26 03:10:31.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.21s (1.89min)
+2026-06-26 03:10:32.507 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 03:12:29.842 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 39: training:  50%|█████     | 1/2 [03:26<03:26, 206.79s/it]              2026-06-26 03:19:28.201 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 40, train_steps: 1600
+Global Step 39: training: 100%|██████████| 2/2 [06:58<00:00, 209.18s/it]10, 10.48s/it]
+2026-06-26 03:19:28.841 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 140	train_steps 1600	{'step': '140/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.00427179', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.72766113', 'grpo_loop_time': '418.35675049', 'ref_model_time': '113.20648193', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86739159', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03564453', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00774111', 'kl_moving': '0.00774111', 'kl_stepwise': '-1.986e-08', 'gathered_avg_reward_mean': '9.03015137', 'gathered_avg_reward_std': '0.86822045', 'gathered_video_score2_mq_reward_mean': '3.10742188', 'gathered_video_score2_mq_reward_std': '0.29362556', 'gathered_video_score2_overall_reward_mean': '9.03564453', 'gathered_video_score2_overall_reward_std': '0.87127531', 'gathered_video_score2_ta_reward_mean': '3.02832031', 'gathered_video_score2_ta_reward_std': '0.55188054', 'gathered_video_score2_vq_reward_mean': '2.89440918', 'gathered_video_score2_vq_reward_std': '0.42383486', 'gathered_ori_avg_reward_mean': '9.03015137', 'gathered_ori_avg_reward_std': '0.86822051'}
+2026-06-26 03:20:04.747 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=40 (missing=0, unexpected=0)
+2026-06-26 03:20:06.572 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 03:20:06.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:20:06.717 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.97s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-06-26 03:21:14.485 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000040/group_0/index_4029_seed_10540_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:21:29.190 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:21:29.193 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-26 03:22:39.422 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000040/group_0/index_4029_seed_10541_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:22:58.353 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 03:22:58.512 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 03:22:59.485 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.36s/it]
+2026-06-26 03:24:53.857 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.23s (1.90min)
+2026-06-26 03:24:54.570 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 03:26:52.108 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 40: training:  50%|█████     | 1/2 [03:27<03:27, 207.83s/it]              2026-06-26 03:33:51.847 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 41, train_steps: 1640
+Global Step 40: training: 100%|██████████| 2/2 [06:59<00:00, 209.87s/it]10, 10.50s/it]
+2026-06-26 03:33:52.473 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 141	train_steps 1640	{'step': '141/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00594301', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.95532227', 'grpo_loop_time': '419.73391724', 'ref_model_time': '114.23197937', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85458928', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.83398438', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00730861', 'kl_moving': '0.00730861', 'kl_stepwise': '-1.934e-08', 'gathered_avg_reward_mean': '8.83703613', 'gathered_avg_reward_std': '0.93417674', 'gathered_video_score2_mq_reward_mean': '3.05346680', 'gathered_video_score2_mq_reward_std': '0.35453448', 'gathered_video_score2_overall_reward_mean': '8.83398438', 'gathered_video_score2_overall_reward_std': '0.93717241', 'gathered_video_score2_ta_reward_mean': '2.84851074', 'gathered_video_score2_ta_reward_std': '0.54647487', 'gathered_video_score2_vq_reward_mean': '2.93505859', 'gathered_video_score2_vq_reward_std': '0.33367264', 'gathered_ori_avg_reward_mean': '8.83703613', 'gathered_ori_avg_reward_std': '0.93417674'}
+2026-06-26 03:33:52.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 03:33:52.622 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:33:52.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 03:34:58.558 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000041/group_0/index_278_seed_9871_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:35:14.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:35:14.729 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 03:36:24.170 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000041/group_0/index_278_seed_9872_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:36:45.186 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 03:36:45.355 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 03:36:46.463 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-26 03:38:38.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.45s (1.87min)
+2026-06-26 03:38:39.646 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 03:40:38.717 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 41: training:  50%|█████     | 1/2 [03:28<03:28, 208.64s/it]              2026-06-26 03:47:39.339 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 42, train_steps: 1680
+Global Step 41: training: 100%|██████████| 2/2 [07:00<00:00, 210.31s/it]10, 10.49s/it]
+2026-06-26 03:47:40.013 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 142	train_steps 1680	{'step': '142/10000', 'learning_rate': '0.00001000', 'loss': '2.235e-08', 'grad_norm': '0.00533744', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.07058716', 'grpo_loop_time': '420.61761475', 'ref_model_time': '112.44723511', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87275165', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.84814453', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.487e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.676e-08', 'kl_loss': '0.00742699', 'kl_moving': '0.00742699', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '8.84814453', 'gathered_avg_reward_std': '1.21462226', 'gathered_video_score2_mq_reward_mean': '3.09692383', 'gathered_video_score2_mq_reward_std': '0.34951857', 'gathered_video_score2_overall_reward_mean': '8.84814453', 'gathered_video_score2_overall_reward_std': '1.21704447', 'gathered_video_score2_ta_reward_mean': '2.98815918', 'gathered_video_score2_ta_reward_std': '0.60464442', 'gathered_video_score2_vq_reward_mean': '2.76306152', 'gathered_video_score2_vq_reward_std': '0.56067628', 'gathered_ori_avg_reward_mean': '8.84814453', 'gathered_ori_avg_reward_std': '1.21462226'}
+2026-06-26 03:47:40.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 03:47:40.160 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:47:40.229 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 03:48:46.177 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000042/group_0/index_7277_seed_21237_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:49:01.846 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 03:49:01.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-26 03:50:10.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000042/group_0/index_7277_seed_21238_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 03:50:30.206 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 03:50:30.373 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 03:50:31.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-26 03:52:23.723 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.45s (1.87min)
+2026-06-26 03:52:24.420 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 03:54:21.287 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 42: training:  50%|█████     | 1/2 [03:27<03:27, 207.11s/it]              2026-06-26 04:01:20.463 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 43, train_steps: 1720
+Global Step 42: training: 100%|██████████| 2/2 [06:59<00:00, 209.58s/it]10, 10.50s/it]
+2026-06-26 04:01:21.067 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 143	train_steps 1720	{'step': '143/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00705431', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.31262207', 'grpo_loop_time': '419.16345215', 'ref_model_time': '112.44873047', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85547751', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.27539062', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00776808', 'kl_moving': '0.00776808', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '9.27392578', 'gathered_avg_reward_std': '0.89370447', 'gathered_video_score2_mq_reward_mean': '3.17944336', 'gathered_video_score2_mq_reward_std': '0.31594768', 'gathered_video_score2_overall_reward_mean': '9.27539062', 'gathered_video_score2_overall_reward_std': '0.89218056', 'gathered_video_score2_ta_reward_mean': '3.18383789', 'gathered_video_score2_ta_reward_std': '0.44477886', 'gathered_video_score2_vq_reward_mean': '2.91064453', 'gathered_video_score2_vq_reward_std': '0.44534007', 'gathered_ori_avg_reward_mean': '9.27392578', 'gathered_ori_avg_reward_std': '0.89370447'}
+2026-06-26 04:01:21.154 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 04:01:21.260 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:01:21.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 04:02:27.406 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000043/group_0/index_656_seed_24741_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:02:43.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:02:43.115 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-26 04:03:52.158 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000043/group_0/index_656_seed_24742_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:04:11.575 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 04:04:11.680 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 04:04:12.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-26 04:06:06.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.71s (1.90min)
+2026-06-26 04:06:07.052 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 04:08:06.618 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 43: training:  50%|█████     | 1/2 [03:29<03:29, 209.74s/it]              2026-06-26 04:15:08.958 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 44, train_steps: 1760
+Global Step 43: training: 100%|██████████| 2/2 [07:02<00:00, 211.16s/it]10, 10.63s/it]
+2026-06-26 04:15:09.604 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 144	train_steps 1760	{'step': '144/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00409629', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.85327148', 'grpo_loop_time': '422.33227539', 'ref_model_time': '113.71294403', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87048477', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.26318359', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.398e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00706523', 'kl_moving': '0.00706523', 'kl_stepwise': '-1.833e-08', 'gathered_avg_reward_mean': '9.26635742', 'gathered_avg_reward_std': '1.00375962', 'gathered_video_score2_mq_reward_mean': '3.14843750', 'gathered_video_score2_mq_reward_std': '0.30875441', 'gathered_video_score2_overall_reward_mean': '9.26318359', 'gathered_video_score2_overall_reward_std': '1.00555110', 'gathered_video_score2_ta_reward_mean': '2.98583984', 'gathered_video_score2_ta_reward_std': '0.60302377', 'gathered_video_score2_vq_reward_mean': '3.13208008', 'gathered_video_score2_vq_reward_std': '0.39138529', 'gathered_ori_avg_reward_mean': '9.26635742', 'gathered_ori_avg_reward_std': '1.00375974'}
+2026-06-26 04:15:09.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 04:15:09.751 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:15:09.769 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 04:16:16.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000044/group_0/index_7316_seed_27300_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:16:32.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:16:32.917 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.15s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.15s/it]
+2026-06-26 04:17:42.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000044/group_0/index_7316_seed_27301_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:18:04.767 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 04:18:04.942 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 04:18:05.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.49s/it]
+2026-06-26 04:19:59.814 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.96s (1.90min)
+2026-06-26 04:20:00.517 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 04:22:00.387 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 44: training:  50%|█████     | 1/2 [03:30<03:30, 210.20s/it]              2026-06-26 04:29:02.150 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 45, train_steps: 1800
+Global Step 44: training: 100%|██████████| 2/2 [07:01<00:00, 210.88s/it]10, 10.48s/it]
+2026-06-26 04:29:02.808 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 145	train_steps 1800	{'step': '145/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00541856', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.81027222', 'grpo_loop_time': '421.76028442', 'ref_model_time': '113.96007538', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85548234', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.02246094', 'token_credit_video_advantage_mean': '-1.339e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00773843', 'kl_moving': '0.00773844', 'kl_stepwise': '-1.875e-08', 'gathered_avg_reward_mean': '9.02160645', 'gathered_avg_reward_std': '1.57520390', 'gathered_video_score2_mq_reward_mean': '3.07556152', 'gathered_video_score2_mq_reward_std': '0.52773255', 'gathered_video_score2_overall_reward_mean': '9.02246094', 'gathered_video_score2_overall_reward_std': '1.57538116', 'gathered_video_score2_ta_reward_mean': '3.13342285', 'gathered_video_score2_ta_reward_std': '0.73832428', 'gathered_video_score2_vq_reward_mean': '2.81262207', 'gathered_video_score2_vq_reward_std': '0.58039945', 'gathered_ori_avg_reward_mean': '9.02160645', 'gathered_ori_avg_reward_std': '1.57520390'}
+2026-06-26 04:29:02.868 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 04:29:02.965 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:29:03.001 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 04:30:09.534 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000045/group_0/index_7297_seed_12289_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:30:27.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:30:27.375 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.97s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.97s/it]
+2026-06-26 04:31:33.626 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000045/group_0/index_7297_seed_12290_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:31:53.168 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 04:31:53.338 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 04:31:54.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.58s/it]
+2026-06-26 04:33:46.608 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.38s (1.87min)
+2026-06-26 04:33:47.303 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 04:35:44.356 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 45: training:  50%|█████     | 1/2 [03:28<03:28, 208.78s/it]              2026-06-26 04:42:45.604 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 46, train_steps: 1840
+Global Step 45: training: 100%|██████████| 2/2 [07:01<00:00, 210.62s/it]10, 10.64s/it]
+2026-06-26 04:42:46.251 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 146	train_steps 1840	{'step': '146/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00488194', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.38912964', 'grpo_loop_time': '421.24804688', 'ref_model_time': '112.37662506', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86706150', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.00488281', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.389e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00794924', 'kl_moving': '0.00794924', 'kl_stepwise': '-1.869e-08', 'gathered_avg_reward_mean': '9.00305176', 'gathered_avg_reward_std': '1.36403906', 'gathered_video_score2_mq_reward_mean': '3.18847656', 'gathered_video_score2_mq_reward_std': '0.41605574', 'gathered_video_score2_overall_reward_mean': '9.00488281', 'gathered_video_score2_overall_reward_std': '1.37211406', 'gathered_video_score2_ta_reward_mean': '2.91821289', 'gathered_video_score2_ta_reward_std': '0.60828161', 'gathered_video_score2_vq_reward_mean': '2.89636230', 'gathered_video_score2_vq_reward_std': '0.58230358', 'gathered_ori_avg_reward_mean': '9.00305176', 'gathered_ori_avg_reward_std': '1.36403906'}
+2026-06-26 04:42:46.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 04:42:46.413 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:42:46.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 04:43:52.123 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000046/group_0/index_5451_seed_5374_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:44:05.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:44:05.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.20s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.20s/it]
+2026-06-26 04:45:16.679 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000046/group_0/index_5451_seed_5375_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:45:34.829 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 04:45:34.981 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 04:45:35.741 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-26 04:47:29.300 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.41s (1.89min)
+2026-06-26 04:47:30.018 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 04:49:27.439 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 46: training:  50%|█████     | 1/2 [03:27<03:27, 207.69s/it]              2026-06-26 04:56:26.880 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 47, train_steps: 1880
+Global Step 46: training: 100%|██████████| 2/2 [06:59<00:00, 209.71s/it]10, 10.50s/it]
+2026-06-26 04:56:27.502 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 147	train_steps 1880	{'step': '147/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00630889', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.64425659', 'grpo_loop_time': '419.43304443', 'ref_model_time': '113.41481781', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84880584', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.30175781', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00800661', 'kl_moving': '0.00800662', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '9.30566406', 'gathered_avg_reward_std': '1.23115647', 'gathered_video_score2_mq_reward_mean': '3.21716309', 'gathered_video_score2_mq_reward_std': '0.42646426', 'gathered_video_score2_overall_reward_mean': '9.30175781', 'gathered_video_score2_overall_reward_std': '1.23099840', 'gathered_video_score2_ta_reward_mean': '3.15612793', 'gathered_video_score2_ta_reward_std': '0.56272459', 'gathered_video_score2_vq_reward_mean': '2.93237305', 'gathered_video_score2_vq_reward_std': '0.45942718', 'gathered_ori_avg_reward_mean': '9.30566406', 'gathered_ori_avg_reward_std': '1.23115647'}
+2026-06-26 04:56:27.577 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 04:56:27.660 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:56:27.674 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 04:57:33.544 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000047/group_0/index_841_seed_31574_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:57:52.019 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 04:57:52.023 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-26 04:58:58.337 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000047/group_0/index_841_seed_31575_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 04:59:18.231 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 04:59:18.363 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 04:59:19.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 05:01:12.299 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.78s (1.88min)
+2026-06-26 05:01:13.008 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 05:03:10.868 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 47: training:  50%|█████     | 1/2 [03:26<03:26, 206.88s/it]              2026-06-26 05:10:09.666 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 48, train_steps: 1920
+Global Step 47: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]10, 10.50s/it]
+2026-06-26 05:10:10.379 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 148	train_steps 1920	{'step': '148/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00636339', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.38000488', 'grpo_loop_time': '418.80538940', 'ref_model_time': '112.77744293', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85452211', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19824219', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00753819', 'kl_moving': '0.00753819', 'kl_stepwise': '-1.920e-08', 'gathered_avg_reward_mean': '9.19934082', 'gathered_avg_reward_std': '1.21980286', 'gathered_video_score2_mq_reward_mean': '3.23803711', 'gathered_video_score2_mq_reward_std': '0.38310876', 'gathered_video_score2_overall_reward_mean': '9.19824219', 'gathered_video_score2_overall_reward_std': '1.22122920', 'gathered_video_score2_ta_reward_mean': '2.85803223', 'gathered_video_score2_ta_reward_std': '0.65667504', 'gathered_video_score2_vq_reward_mean': '3.10327148', 'gathered_video_score2_vq_reward_std': '0.57192636', 'gathered_ori_avg_reward_mean': '9.19934082', 'gathered_ori_avg_reward_std': '1.21980274'}
+2026-06-26 05:10:10.462 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 05:10:10.561 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:10:10.578 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 05:11:16.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000048/group_0/index_2883_seed_31728_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:11:30.246 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:11:30.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.25s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.25s/it]
+2026-06-26 05:12:42.153 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000048/group_0/index_2883_seed_31729_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:13:02.652 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 05:13:02.825 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 05:13:04.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.73s/it]
+2026-06-26 05:14:58.033 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.90s (1.90min)
+2026-06-26 05:14:58.738 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 05:16:58.934 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 48: training:  50%|█████     | 1/2 [03:31<03:31, 211.37s/it]              2026-06-26 05:24:02.196 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 49, train_steps: 1960
+Global Step 48: training: 100%|██████████| 2/2 [07:03<00:00, 211.63s/it]10, 10.49s/it]
+2026-06-26 05:24:02.830 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 149	train_steps 1960	{'step': '149/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00682810', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.22998047', 'grpo_loop_time': '423.26220703', 'ref_model_time': '113.89624786', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86394292', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.43920898', 'token_credit_video_advantage_mean': '9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.558e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00819735', 'kl_moving': '0.00819735', 'kl_stepwise': '-2.017e-08', 'gathered_avg_reward_mean': '9.43725586', 'gathered_avg_reward_std': '1.63099623', 'gathered_video_score2_mq_reward_mean': '3.17590332', 'gathered_video_score2_mq_reward_std': '0.54972404', 'gathered_video_score2_overall_reward_mean': '9.43920898', 'gathered_video_score2_overall_reward_std': '1.63189209', 'gathered_video_score2_ta_reward_mean': '3.23718262', 'gathered_video_score2_ta_reward_std': '0.71496034', 'gathered_video_score2_vq_reward_mean': '3.02416992', 'gathered_video_score2_vq_reward_std': '0.61053938', 'gathered_ori_avg_reward_mean': '9.43725586', 'gathered_ori_avg_reward_std': '1.63099623'}
+2026-06-26 05:24:02.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 05:24:02.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:24:03.001 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 05:25:09.016 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000049/group_0/index_9953_seed_18575_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:25:29.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:25:29.625 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-26 05:26:35.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000049/group_0/index_9953_seed_18576_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:26:57.937 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 05:26:58.104 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 05:26:59.012 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.08s/it]
+2026-06-26 05:28:52.904 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.89s (1.90min)
+2026-06-26 05:28:53.635 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 05:30:50.661 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 49: training:  50%|█████     | 1/2 [03:27<03:27, 207.30s/it]              2026-06-26 05:37:49.571 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 50, train_steps: 2000
+Global Step 49: training: 100%|██████████| 2/2 [06:58<00:00, 209.45s/it]10, 10.50s/it]
+2026-06-26 05:37:50.203 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 150	train_steps 2000	{'step': '150/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00504411', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.69592285', 'grpo_loop_time': '418.89797974', 'ref_model_time': '113.88749695', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86542535', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.50048828', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00846306', 'kl_moving': '0.00846306', 'kl_stepwise': '-1.963e-08', 'gathered_avg_reward_mean': '8.50170898', 'gathered_avg_reward_std': '1.00477076', 'gathered_video_score2_mq_reward_mean': '2.96752930', 'gathered_video_score2_mq_reward_std': '0.30491659', 'gathered_video_score2_overall_reward_mean': '8.50048828', 'gathered_video_score2_overall_reward_std': '1.00504541', 'gathered_video_score2_ta_reward_mean': '2.80297852', 'gathered_video_score2_ta_reward_std': '0.68345904', 'gathered_video_score2_vq_reward_mean': '2.73120117', 'gathered_video_score2_vq_reward_std': '0.45574138', 'gathered_ori_avg_reward_mean': '8.50170898', 'gathered_ori_avg_reward_std': '1.00477087'}
+2026-06-26 05:38:47.492 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 150 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-150
+2026-06-26 05:38:47.642 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 150: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-150
+2026-06-26 05:38:50.482 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-125
+2026-06-26 05:39:26.527 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=50 (missing=0, unexpected=0)
+2026-06-26 05:39:28.975 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 05:39:29.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:39:29.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.95s/it]
+2026-06-26 05:40:36.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000050/group_0/index_8040_seed_7961_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:40:55.257 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:40:55.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 05:42:00.502 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000050/group_0/index_8040_seed_7962_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:42:19.384 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 05:42:19.553 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 05:42:20.477 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.03s/it]
+2026-06-26 05:44:12.577 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.09s (1.87min)
+2026-06-26 05:44:13.279 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 05:46:10.577 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 50: training:  50%|█████     | 1/2 [03:26<03:26, 206.75s/it]              2026-06-26 05:53:09.734 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 51, train_steps: 2040
+Global Step 50: training: 100%|██████████| 2/2 [06:59<00:00, 209.57s/it]10, 10.57s/it]
+2026-06-26 05:53:10.414 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 151	train_steps 2040	{'step': '151/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.01100376', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.26016235', 'grpo_loop_time': '419.14199829', 'ref_model_time': '112.09495544', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87285084', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06005859', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-08', 'kl_loss': '0.00767556', 'kl_moving': '0.00767556', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '9.06774902', 'gathered_avg_reward_std': '1.04908907', 'gathered_video_score2_mq_reward_mean': '3.06335449', 'gathered_video_score2_mq_reward_std': '0.40247199', 'gathered_video_score2_overall_reward_mean': '9.06005859', 'gathered_video_score2_overall_reward_std': '1.04626703', 'gathered_video_score2_ta_reward_mean': '3.16577148', 'gathered_video_score2_ta_reward_std': '0.56322426', 'gathered_video_score2_vq_reward_mean': '2.83862305', 'gathered_video_score2_vq_reward_std': '0.33001518', 'gathered_ori_avg_reward_mean': '9.06774902', 'gathered_ori_avg_reward_std': '1.04908907'}
+2026-06-26 05:53:10.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 05:53:10.656 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:53:10.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 05:54:17.449 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000051/group_0/index_7704_seed_32713_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:54:32.213 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 05:54:32.216 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-26 05:55:39.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000051/group_0/index_7704_seed_32714_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 05:55:59.884 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 05:55:59.973 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 05:56:00.849 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.50s/it]
+2026-06-26 05:57:53.951 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.80s (1.88min)
+2026-06-26 05:57:54.648 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 05:59:51.602 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 51: training:  50%|█████     | 1/2 [03:27<03:27, 207.61s/it]              2026-06-26 06:06:51.548 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 52, train_steps: 2080
+Global Step 51: training: 100%|██████████| 2/2 [06:59<00:00, 209.96s/it]10, 10.51s/it]
+2026-06-26 06:06:52.223 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 152	train_steps 2080	{'step': '152/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00526060', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.03628540', 'grpo_loop_time': '419.91992188', 'ref_model_time': '112.79663849', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85605061', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.90917969', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00689378', 'kl_moving': '0.00689378', 'kl_stepwise': '-1.987e-08', 'gathered_avg_reward_mean': '8.90576172', 'gathered_avg_reward_std': '0.98556191', 'gathered_video_score2_mq_reward_mean': '3.13012695', 'gathered_video_score2_mq_reward_std': '0.31234193', 'gathered_video_score2_overall_reward_mean': '8.90917969', 'gathered_video_score2_overall_reward_std': '0.98639917', 'gathered_video_score2_ta_reward_mean': '2.79528809', 'gathered_video_score2_ta_reward_std': '0.61688489', 'gathered_video_score2_vq_reward_mean': '2.98034668', 'gathered_video_score2_vq_reward_std': '0.51597261', 'gathered_ori_avg_reward_mean': '8.90576172', 'gathered_ori_avg_reward_std': '0.98556191'}
+2026-06-26 06:06:52.278 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 06:06:52.376 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:06:52.390 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 06:07:58.360 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000052/group_0/index_5842_seed_17139_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:08:12.954 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:08:12.957 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.15s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.15s/it]
+2026-06-26 06:09:22.772 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000052/group_0/index_5842_seed_17140_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:09:43.925 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 06:09:44.026 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 06:09:44.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it]
+2026-06-26 06:11:38.001 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.00s (1.88min)
+2026-06-26 06:11:38.718 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 06:13:38.165 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 52: training:  50%|█████     | 1/2 [03:29<03:29, 209.06s/it]              2026-06-26 06:20:39.165 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 53, train_steps: 2120
+Global Step 52: training: 100%|██████████| 2/2 [07:00<00:00, 210.50s/it]10, 10.51s/it]
+2026-06-26 06:20:39.798 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 153	train_steps 2120	{'step': '153/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00557496', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.39572144', 'grpo_loop_time': '420.99780273', 'ref_model_time': '113.00323486', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86812055', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.84472656', 'token_credit_video_advantage_mean': '1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.513e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00739579', 'kl_moving': '0.00739579', 'kl_stepwise': '-1.900e-08', 'gathered_avg_reward_mean': '8.84155273', 'gathered_avg_reward_std': '1.02672195', 'gathered_video_score2_mq_reward_mean': '3.12097168', 'gathered_video_score2_mq_reward_std': '0.38935339', 'gathered_video_score2_overall_reward_mean': '8.84472656', 'gathered_video_score2_overall_reward_std': '1.02749920', 'gathered_video_score2_ta_reward_mean': '2.95043945', 'gathered_video_score2_ta_reward_std': '0.46262729', 'gathered_video_score2_vq_reward_mean': '2.77014160', 'gathered_video_score2_vq_reward_std': '0.45728534', 'gathered_ori_avg_reward_mean': '8.84155273', 'gathered_ori_avg_reward_std': '1.02672207'}
+2026-06-26 06:20:39.849 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 06:20:39.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:20:39.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 06:21:45.916 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000053/group_0/index_608_seed_28453_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:22:00.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:22:00.857 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-26 06:23:10.013 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000053/group_0/index_608_seed_28454_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:23:30.434 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 06:23:30.603 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 06:23:31.512 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.78s/it]
+2026-06-26 06:25:23.780 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.26s (1.87min)
+2026-06-26 06:25:24.476 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 06:27:21.700 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 53: training:  50%|█████     | 1/2 [03:27<03:27, 207.26s/it]              2026-06-26 06:34:21.022 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 54, train_steps: 2160
+Global Step 53: training: 100%|██████████| 2/2 [06:59<00:00, 209.65s/it]10, 10.50s/it]
+2026-06-26 06:34:21.693 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 154	train_steps 2160	{'step': '154/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-09', 'grad_norm': '0.00562955', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.58215332', 'grpo_loop_time': '419.31152344', 'ref_model_time': '112.26452637', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86641037', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14599609', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.504e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.985e-09', 'kl_loss': '0.00762180', 'kl_moving': '0.00762180', 'kl_stepwise': '-1.926e-08', 'gathered_avg_reward_mean': '9.14477539', 'gathered_avg_reward_std': '0.84826350', 'gathered_video_score2_mq_reward_mean': '3.15039062', 'gathered_video_score2_mq_reward_std': '0.25869140', 'gathered_video_score2_overall_reward_mean': '9.14599609', 'gathered_video_score2_overall_reward_std': '0.84555751', 'gathered_video_score2_ta_reward_mean': '3.04541016', 'gathered_video_score2_ta_reward_std': '0.51594096', 'gathered_video_score2_vq_reward_mean': '2.94897461', 'gathered_video_score2_vq_reward_std': '0.46225142', 'gathered_ori_avg_reward_mean': '9.14477539', 'gathered_ori_avg_reward_std': '0.84826356'}
+2026-06-26 06:34:21.745 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 06:34:21.843 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:34:21.859 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 06:35:27.758 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000054/group_0/index_731_seed_19095_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:35:43.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:35:43.144 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-26 06:36:51.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000054/group_0/index_731_seed_19096_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:37:10.499 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 06:37:10.665 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 06:37:11.436 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.49s/it]
+2026-06-26 06:39:06.055 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.48s (1.91min)
+2026-06-26 06:39:06.758 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 06:41:06.429 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 54: training:  50%|█████     | 1/2 [03:29<03:29, 209.84s/it]              2026-06-26 06:48:09.000 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 55, train_steps: 2200
+Global Step 54: training: 100%|██████████| 2/2 [07:02<00:00, 211.24s/it]10, 10.49s/it]
+2026-06-26 06:48:09.560 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 155	train_steps 2200	{'step': '155/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00703498', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.96243286', 'grpo_loop_time': '422.49166870', 'ref_model_time': '114.47926331', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86451340', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.19042969', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.399e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00841304', 'kl_moving': '0.00841304', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '8.19287109', 'gathered_avg_reward_std': '1.45188594', 'gathered_video_score2_mq_reward_mean': '2.88415527', 'gathered_video_score2_mq_reward_std': '0.49162051', 'gathered_video_score2_overall_reward_mean': '8.19042969', 'gathered_video_score2_overall_reward_std': '1.45259690', 'gathered_video_score2_ta_reward_mean': '2.76831055', 'gathered_video_score2_ta_reward_std': '0.67116809', 'gathered_video_score2_vq_reward_mean': '2.54040527', 'gathered_video_score2_vq_reward_std': '0.60214174', 'gathered_ori_avg_reward_mean': '8.19287109', 'gathered_ori_avg_reward_std': '1.45188594'}
+2026-06-26 06:48:09.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 06:48:09.721 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:48:09.758 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 06:49:16.074 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000055/group_0/index_4724_seed_8573_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:49:29.900 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 06:49:29.904 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.39s/it][01:07<00:00,  2.93s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.39s/it]
+2026-06-26 06:50:44.661 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000055/group_0/index_4724_seed_8574_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 06:51:02.607 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 06:51:02.763 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 06:51:03.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.23s/it]
+2026-06-26 06:52:58.029 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.19s (1.90min)
+2026-06-26 06:52:58.740 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 06:54:58.640 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 55: training:  50%|█████     | 1/2 [03:31<03:31, 211.62s/it]              2026-06-26 07:02:02.278 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 56, train_steps: 2240
+Global Step 55: training: 100%|██████████| 2/2 [07:03<00:00, 211.81s/it]10, 10.49s/it]
+2026-06-26 07:02:02.964 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 156	train_steps 2240	{'step': '156/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00607558', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.08099365', 'grpo_loop_time': '423.63079834', 'ref_model_time': '114.19063568', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85794514', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18017578', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.378e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.118e-08', 'kl_loss': '0.00806994', 'kl_moving': '0.00806994', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.18640137', 'gathered_avg_reward_std': '0.95951414', 'gathered_video_score2_mq_reward_mean': '3.17492676', 'gathered_video_score2_mq_reward_std': '0.30986321', 'gathered_video_score2_overall_reward_mean': '9.18017578', 'gathered_video_score2_overall_reward_std': '0.96194911', 'gathered_video_score2_ta_reward_mean': '2.98315430', 'gathered_video_score2_ta_reward_std': '0.64379132', 'gathered_video_score2_vq_reward_mean': '3.02832031', 'gathered_video_score2_vq_reward_std': '0.33601555', 'gathered_ori_avg_reward_mean': '9.18640137', 'gathered_ori_avg_reward_std': '0.95951414'}
+2026-06-26 07:02:03.022 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 07:02:03.129 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:02:03.189 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 07:03:09.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000056/group_0/index_8869_seed_19024_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:03:23.659 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:03:23.662 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-26 07:04:34.284 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000056/group_0/index_8869_seed_19025_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:04:54.348 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 07:04:54.520 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 07:04:55.429 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.17s/it]
+2026-06-26 07:06:49.930 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.50s (1.91min)
+2026-06-26 07:06:50.651 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 07:08:47.813 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 56: training:  50%|█████     | 1/2 [03:27<03:27, 207.81s/it]              2026-06-26 07:15:47.802 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 57, train_steps: 2280
+Global Step 56: training: 100%|██████████| 2/2 [06:59<00:00, 209.98s/it]10, 10.51s/it]
+2026-06-26 07:15:48.401 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 157	train_steps 2280	{'step': '157/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-09', 'grad_norm': '0.00519063', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.58428955', 'grpo_loop_time': '419.96084595', 'ref_model_time': '114.49771881', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87931979', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01074219', 'token_credit_video_advantage_mean': '3.376e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.456e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00804466', 'kl_moving': '0.00804466', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '9.01098633', 'gathered_avg_reward_std': '0.88429093', 'gathered_video_score2_mq_reward_mean': '3.13549805', 'gathered_video_score2_mq_reward_std': '0.24272330', 'gathered_video_score2_overall_reward_mean': '9.01074219', 'gathered_video_score2_overall_reward_std': '0.88404262', 'gathered_video_score2_ta_reward_mean': '2.95129395', 'gathered_video_score2_ta_reward_std': '0.60729742', 'gathered_video_score2_vq_reward_mean': '2.92419434', 'gathered_video_score2_vq_reward_std': '0.42187428', 'gathered_ori_avg_reward_mean': '9.01098633', 'gathered_ori_avg_reward_std': '0.88429093'}
+2026-06-26 07:15:48.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 07:15:48.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:15:48.580 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 07:16:54.435 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000057/group_0/index_7324_seed_9609_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:17:11.551 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:17:11.554 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-26 07:18:21.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000057/group_0/index_7324_seed_9610_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:18:40.566 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 07:18:40.737 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 07:18:41.875 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.80s/it]
+2026-06-26 07:20:34.508 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.58s (1.88min)
+2026-06-26 07:20:35.202 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 07:22:32.420 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 57: training:  50%|█████     | 1/2 [03:27<03:27, 207.33s/it]              2026-06-26 07:29:31.350 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 58, train_steps: 2320
+Global Step 57: training: 100%|██████████| 2/2 [06:58<00:00, 209.46s/it]10, 10.49s/it]
+2026-06-26 07:29:32.001 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 158	train_steps 2320	{'step': '158/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00443569', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.67807007', 'grpo_loop_time': '418.91479492', 'ref_model_time': '112.57518005', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86349487', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.25683594', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00724745', 'kl_moving': '0.00724745', 'kl_stepwise': '-1.878e-08', 'gathered_avg_reward_mean': '9.25817871', 'gathered_avg_reward_std': '1.04422653', 'gathered_video_score2_mq_reward_mean': '3.22509766', 'gathered_video_score2_mq_reward_std': '0.35853246', 'gathered_video_score2_overall_reward_mean': '9.25683594', 'gathered_video_score2_overall_reward_std': '1.04254389', 'gathered_video_score2_ta_reward_mean': '2.95190430', 'gathered_video_score2_ta_reward_std': '0.57604975', 'gathered_video_score2_vq_reward_mean': '3.08117676', 'gathered_video_score2_vq_reward_std': '0.48473245', 'gathered_ori_avg_reward_mean': '9.25817871', 'gathered_ori_avg_reward_std': '1.04422653'}
+2026-06-26 07:29:32.074 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 07:29:32.158 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:29:32.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 07:30:38.013 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000058/group_0/index_4989_seed_16546_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:30:53.968 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:30:53.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-26 07:32:05.037 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000058/group_0/index_4989_seed_16547_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:32:30.098 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 07:32:30.267 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 07:32:31.181 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.86s/it]
+2026-06-26 07:34:23.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.57s (1.88min)
+2026-06-26 07:34:24.457 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 07:36:21.838 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 58: training:  50%|█████     | 1/2 [03:27<03:27, 207.23s/it]              2026-06-26 07:43:20.863 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 59, train_steps: 2360
+Global Step 58: training: 100%|██████████| 2/2 [06:59<00:00, 209.50s/it]10, 10.49s/it]
+2026-06-26 07:43:21.440 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 159	train_steps 2360	{'step': '159/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00655071', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.33721924', 'grpo_loop_time': '419.00921631', 'ref_model_time': '112.56586456', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87921995', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.47314453', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00841215', 'kl_moving': '0.00841215', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '8.47106934', 'gathered_avg_reward_std': '1.09206998', 'gathered_video_score2_mq_reward_mean': '3.04846191', 'gathered_video_score2_mq_reward_std': '0.36368841', 'gathered_video_score2_overall_reward_mean': '8.47314453', 'gathered_video_score2_overall_reward_std': '1.09466851', 'gathered_video_score2_ta_reward_mean': '2.71154785', 'gathered_video_score2_ta_reward_std': '0.52874583', 'gathered_video_score2_vq_reward_mean': '2.71105957', 'gathered_video_score2_vq_reward_std': '0.49652126', 'gathered_ori_avg_reward_mean': '8.47106934', 'gathered_ori_avg_reward_std': '1.09206998'}
+2026-06-26 07:43:21.539 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 07:43:21.646 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:43:21.690 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 07:44:27.466 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000059/group_0/index_4108_seed_23778_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:44:42.399 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:44:42.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-26 07:45:53.761 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000059/group_0/index_4108_seed_23779_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:46:14.527 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 07:46:14.696 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 07:46:15.505 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.64s/it]
+2026-06-26 07:48:09.254 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.66s (1.89min)
+2026-06-26 07:48:09.977 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 07:50:07.230 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 59: training:  50%|█████     | 1/2 [03:28<03:28, 208.59s/it]              2026-06-26 07:57:07.780 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 60, train_steps: 2400
+Global Step 59: training: 100%|██████████| 2/2 [07:00<00:00, 210.27s/it]10, 10.50s/it]
+2026-06-26 07:57:08.452 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 160	train_steps 2400	{'step': '160/10000', 'learning_rate': '0.00001000', 'loss': '1.024e-08', 'grad_norm': '0.00650943', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.39514160', 'grpo_loop_time': '420.54281616', 'ref_model_time': '113.65727234', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86971873', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.81542969', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.495e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00832022', 'kl_moving': '0.00832022', 'kl_stepwise': '-2.008e-08', 'gathered_avg_reward_mean': '8.81250000', 'gathered_avg_reward_std': '1.24285376', 'gathered_video_score2_mq_reward_mean': '3.03015137', 'gathered_video_score2_mq_reward_std': '0.42236722', 'gathered_video_score2_overall_reward_mean': '8.81542969', 'gathered_video_score2_overall_reward_std': '1.24494481', 'gathered_video_score2_ta_reward_mean': '3.05895996', 'gathered_video_score2_ta_reward_std': '0.60021651', 'gathered_video_score2_vq_reward_mean': '2.72338867', 'gathered_video_score2_vq_reward_std': '0.56995404', 'gathered_ori_avg_reward_mean': '8.81250000', 'gathered_ori_avg_reward_std': '1.24285376'}
+2026-06-26 07:57:43.676 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=60 (missing=0, unexpected=0)
+2026-06-26 07:57:45.786 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 07:57:45.893 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:57:45.941 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.93s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-26 07:58:53.455 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000060/group_0/index_7288_seed_20155_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 07:59:07.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 07:59:07.346 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 08:00:19.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000060/group_0/index_7288_seed_20156_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:00:39.514 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 08:00:39.683 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 08:00:40.784 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.51s/it]
+2026-06-26 08:02:33.831 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.98s (1.88min)
+2026-06-26 08:02:34.538 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 08:04:32.200 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 60: training:  50%|█████     | 1/2 [03:27<03:27, 207.36s/it]              2026-06-26 08:11:32.299 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 61, train_steps: 2440
+Global Step 60: training: 100%|██████████| 2/2 [07:00<00:00, 210.04s/it]10, 10.65s/it]
+2026-06-26 08:11:32.881 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 161	train_steps 2440	{'step': '161/10000', 'learning_rate': '0.00001000', 'loss': '1.490e-08', 'grad_norm': '0.01333657', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.70892334', 'grpo_loop_time': '420.07742310', 'ref_model_time': '112.98210907', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87488657', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19140625', 'token_credit_video_advantage_mean': '-5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.490e-08', 'kl_loss': '0.00799829', 'kl_moving': '0.00799829', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '9.18957520', 'gathered_avg_reward_std': '1.09416783', 'gathered_video_score2_mq_reward_mean': '3.16918945', 'gathered_video_score2_mq_reward_std': '0.31096491', 'gathered_video_score2_overall_reward_mean': '9.19140625', 'gathered_video_score2_overall_reward_std': '1.09118700', 'gathered_video_score2_ta_reward_mean': '3.18249512', 'gathered_video_score2_ta_reward_std': '0.51074755', 'gathered_video_score2_vq_reward_mean': '2.83789062', 'gathered_video_score2_vq_reward_std': '0.54426867', 'gathered_ori_avg_reward_mean': '9.18957520', 'gathered_ori_avg_reward_std': '1.09416783'}
+2026-06-26 08:11:33.149 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 08:11:33.237 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:11:33.253 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 08:12:39.336 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000061/group_0/index_7919_seed_4851_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:12:55.312 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:12:55.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.05s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.05s/it]
+2026-06-26 08:14:03.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000061/group_0/index_7919_seed_4852_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:14:25.510 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 08:14:25.615 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 08:14:26.494 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-26 08:16:18.991 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.41s (1.87min)
+2026-06-26 08:16:19.690 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 08:18:18.578 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 61: training:  50%|█████     | 1/2 [03:26<03:26, 206.88s/it]              2026-06-26 08:25:17.463 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 62, train_steps: 2480
+Global Step 61: training: 100%|██████████| 2/2 [06:58<00:00, 209.44s/it]10, 10.64s/it]
+2026-06-26 08:25:18.070 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 162	train_steps 2480	{'step': '162/10000', 'learning_rate': '0.00001000', 'loss': '-6.519e-09', 'grad_norm': '0.00508187', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.49362183', 'grpo_loop_time': '418.87554932', 'ref_model_time': '112.41497803', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86922568', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.81982422', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.499e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00787032', 'kl_moving': '0.00787032', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '8.82165527', 'gathered_avg_reward_std': '1.18089747', 'gathered_video_score2_mq_reward_mean': '3.02233887', 'gathered_video_score2_mq_reward_std': '0.38305375', 'gathered_video_score2_overall_reward_mean': '8.81982422', 'gathered_video_score2_overall_reward_std': '1.18345511', 'gathered_video_score2_ta_reward_mean': '3.00854492', 'gathered_video_score2_ta_reward_std': '0.63025546', 'gathered_video_score2_vq_reward_mean': '2.79077148', 'gathered_video_score2_vq_reward_std': '0.51122922', 'gathered_ori_avg_reward_mean': '8.82165527', 'gathered_ori_avg_reward_std': '1.18089747'}
+2026-06-26 08:25:18.317 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 08:25:18.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:25:18.434 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 08:26:24.082 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000062/group_0/index_2641_seed_15967_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:26:40.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:26:40.880 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-26 08:27:48.155 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000062/group_0/index_2641_seed_15968_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:28:07.042 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 08:28:07.189 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 08:28:08.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.28s/it]
+2026-06-26 08:30:00.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.62s (1.88min)
+2026-06-26 08:30:01.498 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 08:32:00.727 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 62: training:  50%|█████     | 1/2 [03:30<03:30, 210.22s/it]              2026-06-26 08:39:02.656 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 63, train_steps: 2520
+Global Step 62: training: 100%|██████████| 2/2 [07:01<00:00, 210.96s/it]10, 10.49s/it]
+2026-06-26 08:39:03.267 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 163	train_steps 2520	{'step': '163/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00442420', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.13394165', 'grpo_loop_time': '421.92184448', 'ref_model_time': '112.61677551', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87492990', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14990234', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00760136', 'kl_moving': '0.00760136', 'kl_stepwise': '-1.793e-08', 'gathered_avg_reward_mean': '9.14953613', 'gathered_avg_reward_std': '1.24794900', 'gathered_video_score2_mq_reward_mean': '3.25195312', 'gathered_video_score2_mq_reward_std': '0.42669860', 'gathered_video_score2_overall_reward_mean': '9.14990234', 'gathered_video_score2_overall_reward_std': '1.24931836', 'gathered_video_score2_ta_reward_mean': '2.93139648', 'gathered_video_score2_ta_reward_std': '0.66522682', 'gathered_video_score2_vq_reward_mean': '2.96618652', 'gathered_video_score2_vq_reward_std': '0.52584612', 'gathered_ori_avg_reward_mean': '9.14953613', 'gathered_ori_avg_reward_std': '1.24794900'}
+2026-06-26 08:39:03.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 08:39:03.429 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:39:03.446 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 08:40:09.556 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000063/group_0/index_2475_seed_8902_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:40:27.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:40:27.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.10s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.10s/it]
+2026-06-26 08:41:36.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000063/group_0/index_2475_seed_8903_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:41:56.217 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 08:41:56.384 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 08:41:57.299 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.76s/it]
+2026-06-26 08:43:51.945 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.64s (1.91min)
+2026-06-26 08:43:52.670 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 08:45:49.789 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 63: training:  50%|█████     | 1/2 [03:27<03:27, 207.29s/it]              2026-06-26 08:52:49.152 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 64, train_steps: 2560
+Global Step 63: training: 100%|██████████| 2/2 [06:59<00:00, 209.67s/it]10, 10.51s/it]
+2026-06-26 08:52:49.821 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 164	train_steps 2560	{'step': '164/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00452275', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.27734375', 'grpo_loop_time': '419.34179688', 'ref_model_time': '114.64203644', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87140477', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.82226562', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00746708', 'kl_moving': '0.00746708', 'kl_stepwise': '-1.973e-08', 'gathered_avg_reward_mean': '8.81994629', 'gathered_avg_reward_std': '1.36763215', 'gathered_video_score2_mq_reward_mean': '3.02709961', 'gathered_video_score2_mq_reward_std': '0.51407641', 'gathered_video_score2_overall_reward_mean': '8.82226562', 'gathered_video_score2_overall_reward_std': '1.36440420', 'gathered_video_score2_ta_reward_mean': '2.98144531', 'gathered_video_score2_ta_reward_std': '0.64087433', 'gathered_video_score2_vq_reward_mean': '2.81140137', 'gathered_video_score2_vq_reward_std': '0.54906768', 'gathered_ori_avg_reward_mean': '8.81994629', 'gathered_ori_avg_reward_std': '1.36763203'}
+2026-06-26 08:52:49.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 08:52:49.971 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:52:50.050 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 08:53:55.814 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000064/group_0/index_5671_seed_5319_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:54:15.650 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 08:54:15.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-06-26 08:55:22.382 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000064/group_0/index_5671_seed_5320_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 08:55:44.234 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 08:55:44.392 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 08:55:45.210 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-26 08:57:38.033 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.65s (1.88min)
+2026-06-26 08:57:38.764 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 08:59:38.068 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 64: training:  50%|█████     | 1/2 [03:28<03:28, 208.84s/it]              2026-06-26 09:06:38.541 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 65, train_steps: 2600
+Global Step 64: training: 100%|██████████| 2/2 [07:00<00:00, 210.23s/it]10, 10.49s/it]
+2026-06-26 09:06:39.126 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 165	train_steps 2600	{'step': '165/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-10', 'grad_norm': '0.00623586', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.84875488', 'grpo_loop_time': '420.45980835', 'ref_model_time': '112.65375519', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85404366', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.37792969', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.985e-10', 'kl_loss': '0.00744969', 'kl_moving': '0.00744969', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '9.37609863', 'gathered_avg_reward_std': '1.32193017', 'gathered_video_score2_mq_reward_mean': '3.24560547', 'gathered_video_score2_mq_reward_std': '0.45262355', 'gathered_video_score2_overall_reward_mean': '9.37792969', 'gathered_video_score2_overall_reward_std': '1.32198393', 'gathered_video_score2_ta_reward_mean': '3.17553711', 'gathered_video_score2_ta_reward_std': '0.56459498', 'gathered_video_score2_vq_reward_mean': '2.95495605', 'gathered_video_score2_vq_reward_std': '0.65092230', 'gathered_ori_avg_reward_mean': '9.37609863', 'gathered_ori_avg_reward_std': '1.32193017'}
+2026-06-26 09:06:39.228 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 09:06:39.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:06:39.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 09:07:44.994 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000065/group_0/index_9828_seed_19026_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:08:00.765 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:08:00.769 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-26 09:09:11.744 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000065/group_0/index_9828_seed_19027_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:09:32.385 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 09:09:32.611 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 09:09:33.357 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.75s/it]
+2026-06-26 09:11:25.628 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.14s (1.87min)
+2026-06-26 09:11:26.323 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 09:13:23.601 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 65: training:  50%|█████     | 1/2 [03:26<03:26, 206.30s/it]              2026-06-26 09:20:21.936 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 66, train_steps: 2640
+Global Step 65: training: 100%|██████████| 2/2 [06:58<00:00, 209.16s/it]10, 10.53s/it]
+2026-06-26 09:20:22.631 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 166	train_steps 2640	{'step': '166/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00556942', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.04251099', 'grpo_loop_time': '418.33285522', 'ref_model_time': '112.13878632', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87850273', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.94946289', 'token_credit_video_advantage_mean': '-1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00778202', 'kl_moving': '0.00778202', 'kl_stepwise': '-1.995e-08', 'gathered_avg_reward_mean': '8.95141602', 'gathered_avg_reward_std': '1.15252209', 'gathered_video_score2_mq_reward_mean': '3.08325195', 'gathered_video_score2_mq_reward_std': '0.32515928', 'gathered_video_score2_overall_reward_mean': '8.94946289', 'gathered_video_score2_overall_reward_std': '1.15334225', 'gathered_video_score2_ta_reward_mean': '3.11303711', 'gathered_video_score2_ta_reward_std': '0.63330507', 'gathered_video_score2_vq_reward_mean': '2.75512695', 'gathered_video_score2_vq_reward_std': '0.46382344', 'gathered_ori_avg_reward_mean': '8.95141602', 'gathered_ori_avg_reward_std': '1.15252209'}
+2026-06-26 09:20:22.682 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 09:20:22.782 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:20:22.797 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 09:21:28.755 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000066/group_0/index_8959_seed_28930_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:21:43.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:21:43.252 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 09:22:52.631 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000066/group_0/index_8959_seed_28931_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:23:11.827 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 09:23:11.996 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 09:23:12.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.70s/it]
+2026-06-26 09:25:06.955 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.04s (1.90min)
+2026-06-26 09:25:07.693 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 09:27:07.085 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 66: training:  50%|█████     | 1/2 [03:29<03:29, 209.15s/it]              2026-06-26 09:34:08.533 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 67, train_steps: 2680
+Global Step 66: training: 100%|██████████| 2/2 [07:01<00:00, 210.71s/it]10, 10.51s/it]
+2026-06-26 09:34:09.194 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 167	train_steps 2680	{'step': '167/10000', 'learning_rate': '0.00001000', 'loss': '1.164e-09', 'grad_norm': '0.00443634', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.96582031', 'grpo_loop_time': '421.42849731', 'ref_model_time': '114.04237366', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84798092', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.93212891', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.421e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.985e-10', 'kl_loss': '0.00752321', 'kl_moving': '0.00752321', 'kl_stepwise': '-1.869e-08', 'gathered_avg_reward_mean': '8.93188477', 'gathered_avg_reward_std': '1.39416432', 'gathered_video_score2_mq_reward_mean': '3.10253906', 'gathered_video_score2_mq_reward_std': '0.41524810', 'gathered_video_score2_overall_reward_mean': '8.93212891', 'gathered_video_score2_overall_reward_std': '1.39105892', 'gathered_video_score2_ta_reward_mean': '3.04614258', 'gathered_video_score2_ta_reward_std': '0.64501303', 'gathered_video_score2_vq_reward_mean': '2.78320312', 'gathered_video_score2_vq_reward_std': '0.59395236', 'gathered_ori_avg_reward_mean': '8.93188477', 'gathered_ori_avg_reward_std': '1.39416432'}
+2026-06-26 09:34:09.245 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 09:34:09.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:34:09.390 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 09:35:16.085 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000067/group_0/index_4889_seed_4284_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:35:30.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:35:30.619 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 09:36:42.135 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000067/group_0/index_4889_seed_4285_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:37:03.159 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 09:37:03.297 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 09:37:04.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.65s/it]
+2026-06-26 09:38:57.218 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.85s (1.88min)
+2026-06-26 09:38:57.937 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 09:40:56.074 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 67: training:  50%|█████     | 1/2 [03:28<03:28, 208.31s/it]              2026-06-26 09:47:56.059 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 68, train_steps: 2720
+Global Step 67: training: 100%|██████████| 2/2 [06:59<00:00, 209.98s/it]10, 10.49s/it]
+2026-06-26 09:47:56.621 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 168	train_steps 2720	{'step': '168/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00583665', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.64614868', 'grpo_loop_time': '419.95629883', 'ref_model_time': '112.84716797', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88003802', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01513672', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00814684', 'kl_moving': '0.00814685', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '9.01232910', 'gathered_avg_reward_std': '1.08763874', 'gathered_video_score2_mq_reward_mean': '3.17871094', 'gathered_video_score2_mq_reward_std': '0.33108637', 'gathered_video_score2_overall_reward_mean': '9.01513672', 'gathered_video_score2_overall_reward_std': '1.08924842', 'gathered_video_score2_ta_reward_mean': '2.99072266', 'gathered_video_score2_ta_reward_std': '0.62588418', 'gathered_video_score2_vq_reward_mean': '2.84289551', 'gathered_video_score2_vq_reward_std': '0.53120893', 'gathered_ori_avg_reward_mean': '9.01232910', 'gathered_ori_avg_reward_std': '1.08763885'}
+2026-06-26 09:47:56.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 09:47:56.814 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:47:56.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 09:49:02.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000068/group_0/index_1455_seed_8802_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:49:23.077 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 09:49:23.082 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.97s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.97s/it]
+2026-06-26 09:50:29.485 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000068/group_0/index_1455_seed_8803_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 09:50:50.361 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 09:50:50.489 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 09:50:51.430 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-26 09:52:43.977 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.54s (1.88min)
+2026-06-26 09:52:44.677 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 09:54:43.625 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 68: training:  50%|█████     | 1/2 [03:28<03:28, 208.98s/it]              2026-06-26 10:01:44.451 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 69, train_steps: 2760
+Global Step 68: training: 100%|██████████| 2/2 [07:00<00:00, 210.41s/it]10, 10.51s/it]
+2026-06-26 10:01:45.022 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 169	train_steps 2760	{'step': '169/10000', 'learning_rate': '0.00001000', 'loss': '1.304e-08', 'grad_norm': '0.00487394', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.90676880', 'grpo_loop_time': '420.81710815', 'ref_model_time': '112.54245758', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85674012', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.58886719', 'token_credit_video_advantage_mean': '-7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.304e-08', 'kl_loss': '0.00742072', 'kl_moving': '0.00742073', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '8.59265137', 'gathered_avg_reward_std': '1.73250818', 'gathered_video_score2_mq_reward_mean': '3.06506348', 'gathered_video_score2_mq_reward_std': '0.61672384', 'gathered_video_score2_overall_reward_mean': '8.58886719', 'gathered_video_score2_overall_reward_std': '1.73230815', 'gathered_video_score2_ta_reward_mean': '2.69055176', 'gathered_video_score2_ta_reward_std': '0.68021995', 'gathered_video_score2_vq_reward_mean': '2.83703613', 'gathered_video_score2_vq_reward_std': '0.70336348', 'gathered_ori_avg_reward_mean': '8.59265137', 'gathered_ori_avg_reward_std': '1.73250818'}
+2026-06-26 10:01:45.155 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 10:01:45.237 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:01:45.253 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 10:02:51.147 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000069/group_0/index_3653_seed_9722_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:03:06.262 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:03:06.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-26 10:04:15.426 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000069/group_0/index_3653_seed_9723_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:04:34.030 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 10:04:34.193 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 10:04:35.091 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-26 10:06:27.075 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.98s (1.87min)
+2026-06-26 10:06:27.761 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 10:08:24.821 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 69: training:  50%|█████     | 1/2 [03:27<03:27, 207.09s/it]              2026-06-26 10:15:23.939 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 70, train_steps: 2800
+Global Step 69: training: 100%|██████████| 2/2 [06:59<00:00, 209.55s/it]10, 10.50s/it]
+2026-06-26 10:15:24.612 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 170	train_steps 2800	{'step': '170/10000', 'learning_rate': '0.00001000', 'loss': '1.583e-08', 'grad_norm': '0.00495629', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.56158447', 'grpo_loop_time': '419.10916138', 'ref_model_time': '111.98095703', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87736458', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.81445312', 'token_credit_video_advantage_mean': '-8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.583e-08', 'kl_loss': '0.00783056', 'kl_moving': '0.00783057', 'kl_stepwise': '-1.969e-08', 'gathered_avg_reward_mean': '8.81567383', 'gathered_avg_reward_std': '0.77296603', 'gathered_video_score2_mq_reward_mean': '3.14221191', 'gathered_video_score2_mq_reward_std': '0.34045827', 'gathered_video_score2_overall_reward_mean': '8.81445312', 'gathered_video_score2_overall_reward_std': '0.77373093', 'gathered_video_score2_ta_reward_mean': '2.81518555', 'gathered_video_score2_ta_reward_std': '0.62611479', 'gathered_video_score2_vq_reward_mean': '2.85827637', 'gathered_video_score2_vq_reward_std': '0.58063990', 'gathered_ori_avg_reward_mean': '8.81567383', 'gathered_ori_avg_reward_std': '0.77296597'}
+2026-06-26 10:16:00.108 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=70 (missing=0, unexpected=0)
+2026-06-26 10:16:01.751 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 10:16:01.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:16:01.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-26 10:17:09.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000070/group_0/index_5473_seed_18408_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:17:23.065 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:17:23.068 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.25s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.25s/it]
+2026-06-26 10:18:35.014 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000070/group_0/index_5473_seed_18409_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:18:58.101 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 10:18:58.269 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 10:18:59.167 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-26 10:20:53.543 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.37s (1.91min)
+2026-06-26 10:20:54.274 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 10:22:51.682 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 70: training:  50%|█████     | 1/2 [03:27<03:27, 207.93s/it]              2026-06-26 10:29:51.644 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 71, train_steps: 2840
+Global Step 70: training: 100%|██████████| 2/2 [06:59<00:00, 209.98s/it]10, 10.49s/it]
+2026-06-26 10:29:52.342 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 171	train_steps 2840	{'step': '171/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00588703', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.48046875', 'grpo_loop_time': '419.95382690', 'ref_model_time': '114.36861420', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85367239', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54492188', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00762365', 'kl_moving': '0.00762365', 'kl_stepwise': '-1.858e-08', 'gathered_avg_reward_mean': '9.54626465', 'gathered_avg_reward_std': '1.10044622', 'gathered_video_score2_mq_reward_mean': '3.28027344', 'gathered_video_score2_mq_reward_std': '0.36917549', 'gathered_video_score2_overall_reward_mean': '9.54492188', 'gathered_video_score2_overall_reward_std': '1.09761977', 'gathered_video_score2_ta_reward_mean': '3.27026367', 'gathered_video_score2_ta_reward_std': '0.45766249', 'gathered_video_score2_vq_reward_mean': '2.99572754', 'gathered_video_score2_vq_reward_std': '0.52834457', 'gathered_ori_avg_reward_mean': '9.54626465', 'gathered_ori_avg_reward_std': '1.10044622'}
+2026-06-26 10:29:52.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 10:29:52.607 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:29:52.653 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 10:30:58.608 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000071/group_0/index_5902_seed_4454_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:31:13.625 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:31:13.629 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-26 10:32:23.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000071/group_0/index_5902_seed_4455_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:32:43.317 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 10:32:43.485 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 10:32:44.386 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it]
+2026-06-26 10:34:37.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.81s (1.88min)
+2026-06-26 10:34:37.906 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 10:36:37.085 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 71: training:  50%|█████     | 1/2 [03:27<03:27, 207.86s/it]              2026-06-26 10:43:36.744 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 72, train_steps: 2880
+Global Step 71: training: 100%|██████████| 2/2 [06:59<00:00, 209.82s/it]10, 10.47s/it]
+2026-06-26 10:43:37.406 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 172	train_steps 2880	{'step': '172/10000', 'learning_rate': '0.00001000', 'loss': '1.583e-08', 'grad_norm': '0.00482409', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.34149170', 'grpo_loop_time': '419.64471436', 'ref_model_time': '112.80657959', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87473798', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.96777344', 'token_credit_video_advantage_mean': '1.164e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.583e-08', 'kl_loss': '0.00751633', 'kl_moving': '0.00751634', 'kl_stepwise': '-1.962e-08', 'gathered_avg_reward_mean': '8.96606445', 'gathered_avg_reward_std': '1.20644104', 'gathered_video_score2_mq_reward_mean': '3.06457520', 'gathered_video_score2_mq_reward_std': '0.44589943', 'gathered_video_score2_overall_reward_mean': '8.96777344', 'gathered_video_score2_overall_reward_std': '1.20739114', 'gathered_video_score2_ta_reward_mean': '3.04052734', 'gathered_video_score2_ta_reward_std': '0.61065990', 'gathered_video_score2_vq_reward_mean': '2.86096191', 'gathered_video_score2_vq_reward_std': '0.48628533', 'gathered_ori_avg_reward_mean': '8.96606445', 'gathered_ori_avg_reward_std': '1.20644104'}
+2026-06-26 10:43:37.466 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 10:43:37.571 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:43:37.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-26 10:44:43.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000072/group_0/index_9363_seed_11532_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:45:03.397 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:45:03.401 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 10:46:08.540 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000072/group_0/index_9363_seed_11533_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:46:28.281 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 10:46:28.450 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 10:46:29.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.17s/it]
+2026-06-26 10:48:22.133 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.78s (1.88min)
+2026-06-26 10:48:22.824 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 10:50:20.476 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 72: training:  50%|█████     | 1/2 [03:28<03:28, 208.20s/it]              2026-06-26 10:57:20.481 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 73, train_steps: 2920
+Global Step 72: training: 100%|██████████| 2/2 [06:59<00:00, 209.99s/it]10, 10.49s/it]
+2026-06-26 10:57:21.152 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 173	train_steps 2920	{'step': '173/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00823280', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.31185913', 'grpo_loop_time': '419.98889160', 'ref_model_time': '112.77871704', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86647797', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03857422', 'token_credit_video_advantage_mean': '1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00734739', 'kl_moving': '0.00734739', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '9.03369141', 'gathered_avg_reward_std': '1.36731291', 'gathered_video_score2_mq_reward_mean': '3.10583496', 'gathered_video_score2_mq_reward_std': '0.44876832', 'gathered_video_score2_overall_reward_mean': '9.03857422', 'gathered_video_score2_overall_reward_std': '1.37082934', 'gathered_video_score2_ta_reward_mean': '3.02429199', 'gathered_video_score2_ta_reward_std': '0.68055147', 'gathered_video_score2_vq_reward_mean': '2.90356445', 'gathered_video_score2_vq_reward_std': '0.60463059', 'gathered_ori_avg_reward_mean': '9.03369141', 'gathered_ori_avg_reward_std': '1.36731291'}
+2026-06-26 10:57:21.236 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 10:57:21.329 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:57:21.344 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 10:58:27.325 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000073/group_0/index_4474_seed_30408_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 10:58:43.406 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 10:58:43.409 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-26 10:59:56.743 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000073/group_0/index_4474_seed_30409_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:00:16.988 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 11:00:17.156 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 11:00:18.391 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-26 11:02:10.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.38s (1.87min)
+2026-06-26 11:02:11.512 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 11:04:08.864 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 73: training:  50%|█████     | 1/2 [03:27<03:27, 207.13s/it]              2026-06-26 11:11:08.053 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 74, train_steps: 2960
+Global Step 73: training: 100%|██████████| 2/2 [06:59<00:00, 209.58s/it]10, 10.50s/it]
+2026-06-26 11:11:08.701 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 174	train_steps 2960	{'step': '174/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00671278', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.23034668', 'grpo_loop_time': '419.16064453', 'ref_model_time': '112.38197327', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87198460', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.00830078', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.499e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.00710468', 'kl_moving': '0.00710468', 'kl_stepwise': '-2.043e-08', 'gathered_avg_reward_mean': '9.00427246', 'gathered_avg_reward_std': '1.36305249', 'gathered_video_score2_mq_reward_mean': '3.11718750', 'gathered_video_score2_mq_reward_std': '0.44283637', 'gathered_video_score2_overall_reward_mean': '9.00830078', 'gathered_video_score2_overall_reward_std': '1.36271858', 'gathered_video_score2_ta_reward_mean': '2.91345215', 'gathered_video_score2_ta_reward_std': '0.59062469', 'gathered_video_score2_vq_reward_mean': '2.97363281', 'gathered_video_score2_vq_reward_std': '0.58458424', 'gathered_ori_avg_reward_mean': '9.00427246', 'gathered_ori_avg_reward_std': '1.36305249'}
+2026-06-26 11:11:08.752 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 11:11:08.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:11:08.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 11:12:15.308 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000074/group_0/index_2055_seed_18410_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:12:33.352 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:12:33.353 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-26 11:13:39.570 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000074/group_0/index_2055_seed_18411_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:13:58.430 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 11:13:58.598 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 11:13:59.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 11:15:52.510 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.00s (1.88min)
+2026-06-26 11:15:53.229 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 11:17:50.580 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 74: training:  50%|█████     | 1/2 [03:27<03:27, 207.47s/it]              2026-06-26 11:24:50.288 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 75, train_steps: 3000
+Global Step 74: training: 100%|██████████| 2/2 [06:59<00:00, 209.85s/it]10, 10.51s/it]
+2026-06-26 11:24:50.950 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 175	train_steps 3000	{'step': '175/10000', 'learning_rate': '0.00001000', 'loss': '4.843e-09', 'grad_norm': '0.00473121', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.43298340', 'grpo_loop_time': '419.69555664', 'ref_model_time': '112.99590302', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88310450', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.26318359', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.843e-09', 'kl_loss': '0.00719631', 'kl_moving': '0.00719631', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '9.26257324', 'gathered_avg_reward_std': '1.00215745', 'gathered_video_score2_mq_reward_mean': '3.16674805', 'gathered_video_score2_mq_reward_std': '0.24269187', 'gathered_video_score2_overall_reward_mean': '9.26318359', 'gathered_video_score2_overall_reward_std': '1.00495911', 'gathered_video_score2_ta_reward_mean': '3.09716797', 'gathered_video_score2_ta_reward_std': '0.58274007', 'gathered_video_score2_vq_reward_mean': '2.99865723', 'gathered_video_score2_vq_reward_std': '0.44838908', 'gathered_ori_avg_reward_mean': '9.26257324', 'gathered_ori_avg_reward_std': '1.00215733'}
+2026-06-26 11:26:05.046 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 175 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-175
+2026-06-26 11:26:05.178 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 175: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-175
+2026-06-26 11:26:08.007 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-150
+2026-06-26 11:26:08.010 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 11:26:08.106 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:26:08.155 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 11:27:15.120 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000075/group_0/index_2964_seed_16199_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:27:30.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:27:30.689 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-26 11:28:41.209 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000075/group_0/index_2964_seed_16200_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:29:02.142 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 11:29:02.229 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 11:29:03.401 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.14s/it]
+2026-06-26 11:30:56.141 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.61s (1.88min)
+2026-06-26 11:30:56.863 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 11:32:54.103 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 75: training:  50%|█████     | 1/2 [03:27<03:27, 207.94s/it]              2026-06-26 11:39:54.249 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 76, train_steps: 3040
+Global Step 75: training: 100%|██████████| 2/2 [07:00<00:00, 210.07s/it]10, 10.51s/it]
+2026-06-26 11:39:54.807 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 176	train_steps 3040	{'step': '176/10000', 'learning_rate': '0.00001000', 'loss': '6.752e-09', 'grad_norm': '0.00574597', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.80627441', 'grpo_loop_time': '420.14288330', 'ref_model_time': '112.61477661', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84980214', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.98095703', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00786322', 'kl_moving': '0.00786322', 'kl_stepwise': '-2.002e-08', 'gathered_avg_reward_mean': '8.97644043', 'gathered_avg_reward_std': '0.87157476', 'gathered_video_score2_mq_reward_mean': '3.10644531', 'gathered_video_score2_mq_reward_std': '0.27144748', 'gathered_video_score2_overall_reward_mean': '8.98095703', 'gathered_video_score2_overall_reward_std': '0.87476659', 'gathered_video_score2_ta_reward_mean': '3.03784180', 'gathered_video_score2_ta_reward_std': '0.62201315', 'gathered_video_score2_vq_reward_mean': '2.83215332', 'gathered_video_score2_vq_reward_std': '0.44719738', 'gathered_ori_avg_reward_mean': '8.97644043', 'gathered_ori_avg_reward_std': '0.87157476'}
+2026-06-26 11:39:54.946 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 11:39:55.035 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:39:55.050 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 11:41:01.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000076/group_0/index_6685_seed_4210_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:41:15.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:41:15.853 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-26 11:42:25.010 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000076/group_0/index_6685_seed_4211_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:42:43.574 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 11:42:43.743 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 11:42:44.491 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-26 11:44:37.013 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.36s (1.87min)
+2026-06-26 11:44:37.723 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 11:46:36.658 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 76: training:  50%|█████     | 1/2 [03:27<03:27, 207.64s/it]              2026-06-26 11:53:36.196 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 77, train_steps: 3080
+Global Step 76: training: 100%|██████████| 2/2 [06:59<00:00, 209.77s/it]10, 10.49s/it]
+2026-06-26 11:53:36.748 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 177	train_steps 3080	{'step': '177/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00590271', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.73385620', 'grpo_loop_time': '419.53417969', 'ref_model_time': '112.35651398', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84320349', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.21923828', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.489e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00752666', 'kl_moving': '0.00752666', 'kl_stepwise': '-2.001e-08', 'gathered_avg_reward_mean': '9.22253418', 'gathered_avg_reward_std': '1.25703895', 'gathered_video_score2_mq_reward_mean': '3.18676758', 'gathered_video_score2_mq_reward_std': '0.43133941', 'gathered_video_score2_overall_reward_mean': '9.21923828', 'gathered_video_score2_overall_reward_std': '1.25775778', 'gathered_video_score2_ta_reward_mean': '2.95507812', 'gathered_video_score2_ta_reward_std': '0.67799181', 'gathered_video_score2_vq_reward_mean': '3.08068848', 'gathered_video_score2_vq_reward_std': '0.58093417', 'gathered_ori_avg_reward_mean': '9.22253418', 'gathered_ori_avg_reward_std': '1.25703895'}
+2026-06-26 11:53:36.903 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 11:53:36.992 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:53:37.006 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 11:54:42.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000077/group_0/index_8076_seed_31063_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:55:02.355 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 11:55:02.359 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.88s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 11:56:07.500 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000077/group_0/index_8076_seed_31064_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 11:56:30.210 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 11:56:30.317 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 11:56:31.276 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.36s/it]
+2026-06-26 11:58:24.109 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.69s (1.88min)
+2026-06-26 11:58:24.829 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 12:00:21.613 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 77: training:  50%|█████     | 1/2 [03:27<03:27, 207.17s/it]              2026-06-26 12:07:20.496 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 78, train_steps: 3120
+Global Step 77: training: 100%|██████████| 2/2 [06:58<00:00, 209.43s/it]10, 10.47s/it]
+2026-06-26 12:07:21.056 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 178	train_steps 3120	{'step': '178/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00538353', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.87457275', 'grpo_loop_time': '418.87326050', 'ref_model_time': '112.68727112', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87260628', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.80126953', 'token_credit_video_advantage_mean': '3.492e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.409e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00813719', 'kl_moving': '0.00813719', 'kl_stepwise': '-1.889e-08', 'gathered_avg_reward_mean': '8.80224609', 'gathered_avg_reward_std': '0.88196182', 'gathered_video_score2_mq_reward_mean': '3.05895996', 'gathered_video_score2_mq_reward_std': '0.36153904', 'gathered_video_score2_overall_reward_mean': '8.80126953', 'gathered_video_score2_overall_reward_std': '0.88195419', 'gathered_video_score2_ta_reward_mean': '2.89892578', 'gathered_video_score2_ta_reward_std': '0.59844542', 'gathered_video_score2_vq_reward_mean': '2.84436035', 'gathered_video_score2_vq_reward_std': '0.53970838', 'gathered_ori_avg_reward_mean': '8.80224609', 'gathered_ori_avg_reward_std': '0.88196176'}
+2026-06-26 12:07:21.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 12:07:21.271 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:07:21.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 12:08:27.190 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000078/group_0/index_2217_seed_24417_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:08:41.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:08:41.857 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.94s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-26 12:09:51.682 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000078/group_0/index_2217_seed_24418_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:10:11.286 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 12:10:11.454 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 12:10:12.211 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 12:12:05.967 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.61s (1.89min)
+2026-06-26 12:12:06.676 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 12:14:06.037 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 78: training:  50%|█████     | 1/2 [03:29<03:29, 209.04s/it]              2026-06-26 12:21:06.008 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 79, train_steps: 3160
+Global Step 78: training: 100%|██████████| 2/2 [06:59<00:00, 209.98s/it]10, 10.32s/it]
+2026-06-26 12:21:06.684 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 179	train_steps 3160	{'step': '179/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00505435', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.44982910', 'grpo_loop_time': '419.96017456', 'ref_model_time': '113.61384583', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87367129', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.86572266', 'token_credit_video_advantage_mean': '6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00837230', 'kl_moving': '0.00837230', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '8.86340332', 'gathered_avg_reward_std': '0.93295610', 'gathered_video_score2_mq_reward_mean': '3.10937500', 'gathered_video_score2_mq_reward_std': '0.26336065', 'gathered_video_score2_overall_reward_mean': '8.86572266', 'gathered_video_score2_overall_reward_std': '0.93785280', 'gathered_video_score2_ta_reward_mean': '2.92053223', 'gathered_video_score2_ta_reward_std': '0.50337523', 'gathered_video_score2_vq_reward_mean': '2.83349609', 'gathered_video_score2_vq_reward_std': '0.55682713', 'gathered_ori_avg_reward_mean': '8.86340332', 'gathered_ori_avg_reward_std': '0.93295610'}
+2026-06-26 12:21:06.737 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 12:21:06.837 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:21:06.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 12:22:13.129 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000079/group_0/index_2237_seed_22609_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:22:27.994 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:22:27.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-26 12:23:39.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000079/group_0/index_2237_seed_22610_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:23:59.829 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 12:23:59.981 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 12:24:00.929 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.85s/it]
+2026-06-26 12:25:53.834 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.90s (1.88min)
+2026-06-26 12:25:54.573 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 12:27:51.926 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 79: training:  50%|█████     | 1/2 [03:29<03:29, 209.08s/it]              2026-06-26 12:34:52.351 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 80, train_steps: 3200
+Global Step 79: training: 100%|██████████| 2/2 [07:00<00:00, 210.20s/it]10, 10.32s/it]
+2026-06-26 12:34:53.001 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 180	train_steps 3200	{'step': '180/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00570710', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.79101562', 'grpo_loop_time': '420.40637207', 'ref_model_time': '112.90185547', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86158615', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.50976562', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-08', 'kl_loss': '0.00820204', 'kl_moving': '0.00820204', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '8.51354980', 'gathered_avg_reward_std': '1.25040913', 'gathered_video_score2_mq_reward_mean': '3.02563477', 'gathered_video_score2_mq_reward_std': '0.44623342', 'gathered_video_score2_overall_reward_mean': '8.50976562', 'gathered_video_score2_overall_reward_std': '1.24974215', 'gathered_video_score2_ta_reward_mean': '2.67358398', 'gathered_video_score2_ta_reward_std': '0.58854640', 'gathered_video_score2_vq_reward_mean': '2.81433105', 'gathered_video_score2_vq_reward_std': '0.57262170', 'gathered_ori_avg_reward_mean': '8.51354980', 'gathered_ori_avg_reward_std': '1.25040901'}
+2026-06-26 12:35:29.017 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=80 (missing=0, unexpected=0)
+2026-06-26 12:35:30.688 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 12:35:30.858 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:35:30.933 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-26 12:36:38.966 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000080/group_0/index_357_seed_1772_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:36:55.353 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:36:55.355 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-26 12:38:04.166 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000080/group_0/index_357_seed_1773_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:38:24.341 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 12:38:24.487 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 12:38:25.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it]
+2026-06-26 12:40:18.254 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.62s (1.88min)
+2026-06-26 12:40:18.962 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 12:42:17.254 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 80: training:  50%|█████     | 1/2 [03:27<03:27, 207.07s/it]              2026-06-26 12:49:15.419 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 81, train_steps: 3240
+Global Step 80: training: 100%|██████████| 2/2 [06:58<00:00, 209.08s/it]10, 10.35s/it]
+2026-06-26 12:49:16.047 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 181	train_steps 3240	{'step': '181/10000', 'learning_rate': '0.00001000', 'loss': '-1.770e-08', 'grad_norm': '0.00874148', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.22906494', 'grpo_loop_time': '418.15875244', 'ref_model_time': '112.61692047', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90125823', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.85839844', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.770e-08', 'kl_loss': '0.00755630', 'kl_moving': '0.00755630', 'kl_stepwise': '-1.947e-08', 'gathered_avg_reward_mean': '8.85742188', 'gathered_avg_reward_std': '1.11854911', 'gathered_video_score2_mq_reward_mean': '3.10485840', 'gathered_video_score2_mq_reward_std': '0.39405188', 'gathered_video_score2_overall_reward_mean': '8.85839844', 'gathered_video_score2_overall_reward_std': '1.11975193', 'gathered_video_score2_ta_reward_mean': '2.97326660', 'gathered_video_score2_ta_reward_std': '0.57566321', 'gathered_video_score2_vq_reward_mean': '2.77929688', 'gathered_video_score2_vq_reward_std': '0.52106357', 'gathered_ori_avg_reward_mean': '8.85742188', 'gathered_ori_avg_reward_std': '1.11854911'}
+2026-06-26 12:49:16.129 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 12:49:16.217 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:49:16.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 12:50:22.250 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000081/group_0/index_6482_seed_17570_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:50:38.497 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 12:50:38.501 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-26 12:51:48.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000081/group_0/index_6482_seed_17571_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 12:52:08.744 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 12:52:09.209 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 12:52:10.128 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.46s/it]
+2026-06-26 12:54:03.077 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.94s (1.88min)
+2026-06-26 12:54:03.809 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 12:56:00.935 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 81: training:  50%|█████     | 1/2 [03:30<03:30, 210.02s/it]              2026-06-26 13:03:02.070 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 82, train_steps: 3280
+Global Step 81: training: 100%|██████████| 2/2 [07:01<00:00, 210.56s/it]10, 10.34s/it]
+2026-06-26 13:03:02.728 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 182	train_steps 3280	{'step': '182/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00567619', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.63427734', 'grpo_loop_time': '421.12667847', 'ref_model_time': '112.94380951', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86438942', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03466797', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.457e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00730811', 'kl_moving': '0.00730811', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '9.03063965', 'gathered_avg_reward_std': '0.96309990', 'gathered_video_score2_mq_reward_mean': '3.15087891', 'gathered_video_score2_mq_reward_std': '0.35274562', 'gathered_video_score2_overall_reward_mean': '9.03466797', 'gathered_video_score2_overall_reward_std': '0.96334994', 'gathered_video_score2_ta_reward_mean': '3.03601074', 'gathered_video_score2_ta_reward_std': '0.60358614', 'gathered_video_score2_vq_reward_mean': '2.84375000', 'gathered_video_score2_vq_reward_std': '0.50972635', 'gathered_ori_avg_reward_mean': '9.03063965', 'gathered_ori_avg_reward_std': '0.96309990'}
+2026-06-26 13:03:02.935 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 13:03:03.030 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:03:03.077 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-26 13:04:09.080 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000082/group_0/index_4776_seed_6618_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:04:22.396 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:04:22.401 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-26 13:05:33.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000082/group_0/index_4776_seed_6619_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:05:52.210 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 13:05:52.374 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 13:05:53.178 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-26 13:07:46.172 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.90s (1.88min)
+2026-06-26 13:07:46.888 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 13:09:44.097 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 82: training:  50%|█████     | 1/2 [03:28<03:28, 208.29s/it]              2026-06-26 13:16:43.230 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 83, train_steps: 3320
+Global Step 82: training: 100%|██████████| 2/2 [06:59<00:00, 209.56s/it]10, 10.33s/it]
+2026-06-26 13:16:43.884 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 183	train_steps 3320	{'step': '183/10000', 'learning_rate': '0.00001000', 'loss': '2.095e-09', 'grad_norm': '0.00636480', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.90972900', 'grpo_loop_time': '419.12847900', 'ref_model_time': '112.89694977', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86542624', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.69580078', 'token_credit_video_advantage_mean': '6.286e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.164e-09', 'kl_loss': '0.00741098', 'kl_moving': '0.00741098', 'kl_stepwise': '-1.993e-08', 'gathered_avg_reward_mean': '8.69409180', 'gathered_avg_reward_std': '1.37786782', 'gathered_video_score2_mq_reward_mean': '3.05029297', 'gathered_video_score2_mq_reward_std': '0.49551070', 'gathered_video_score2_overall_reward_mean': '8.69580078', 'gathered_video_score2_overall_reward_std': '1.37882590', 'gathered_video_score2_ta_reward_mean': '2.82360840', 'gathered_video_score2_ta_reward_std': '0.68333817', 'gathered_video_score2_vq_reward_mean': '2.82019043', 'gathered_video_score2_vq_reward_std': '0.54064798', 'gathered_ori_avg_reward_mean': '8.69409180', 'gathered_ori_avg_reward_std': '1.37786794'}
+2026-06-26 13:16:43.945 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 13:16:44.044 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:16:44.075 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 13:17:49.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000083/group_0/index_306_seed_30904_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:18:09.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:18:09.106 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.05s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.05s/it]
+2026-06-26 13:19:17.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000083/group_0/index_306_seed_30905_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:19:40.622 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 13:19:40.749 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 13:19:41.856 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.84s/it]
+2026-06-26 13:21:34.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.72s (1.88min)
+2026-06-26 13:21:35.358 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 13:23:32.739 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 83: training:  50%|█████     | 1/2 [03:26<03:26, 206.61s/it]              2026-06-26 13:30:30.357 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 84, train_steps: 3360
+Global Step 83: training: 100%|██████████| 2/2 [06:57<00:00, 208.80s/it]10, 10.33s/it]
+2026-06-26 13:30:30.949 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 184	train_steps 3360	{'step': '184/10000', 'learning_rate': '0.00001000', 'loss': '2.072e-08', 'grad_norm': '0.00489249', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.36184692', 'grpo_loop_time': '417.61105347', 'ref_model_time': '112.71751404', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85873842', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14111328', 'token_credit_video_advantage_mean': '-5.355e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.497e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.049e-08', 'kl_loss': '0.00715506', 'kl_moving': '0.00715506', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '9.13623047', 'gathered_avg_reward_std': '1.08450055', 'gathered_video_score2_mq_reward_mean': '3.14440918', 'gathered_video_score2_mq_reward_std': '0.40662307', 'gathered_video_score2_overall_reward_mean': '9.14111328', 'gathered_video_score2_overall_reward_std': '1.08541739', 'gathered_video_score2_ta_reward_mean': '2.99035645', 'gathered_video_score2_ta_reward_std': '0.63625687', 'gathered_video_score2_vq_reward_mean': '3.00146484', 'gathered_video_score2_vq_reward_std': '0.49772677', 'gathered_ori_avg_reward_mean': '9.13623047', 'gathered_ori_avg_reward_std': '1.08450055'}
+2026-06-26 13:30:31.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 13:30:31.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:30:31.194 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 13:31:37.166 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000084/group_0/index_7318_seed_27899_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:31:54.742 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:31:54.746 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-26 13:33:05.362 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000084/group_0/index_7318_seed_27900_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:33:24.604 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 13:33:24.718 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 13:33:25.575 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.32s/it]
+2026-06-26 13:35:18.023 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.33s (1.87min)
+2026-06-26 13:35:18.726 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 13:37:16.119 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 84: training:  50%|█████     | 1/2 [03:27<03:27, 207.23s/it]              2026-06-26 13:44:14.328 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 85, train_steps: 3400
+Global Step 84: training: 100%|██████████| 2/2 [06:58<00:00, 209.10s/it]10, 10.33s/it]
+2026-06-26 13:44:14.988 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 185	train_steps 3400	{'step': '185/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00444932', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.63088989', 'grpo_loop_time': '418.20358276', 'ref_model_time': '112.33097076', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85434127', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72656250', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.455e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.118e-08', 'kl_loss': '0.00755112', 'kl_moving': '0.00755113', 'kl_stepwise': '-1.983e-08', 'gathered_avg_reward_mean': '8.72497559', 'gathered_avg_reward_std': '1.03060353', 'gathered_video_score2_mq_reward_mean': '3.01867676', 'gathered_video_score2_mq_reward_std': '0.32685423', 'gathered_video_score2_overall_reward_mean': '8.72656250', 'gathered_video_score2_overall_reward_std': '1.02849424', 'gathered_video_score2_ta_reward_mean': '2.98852539', 'gathered_video_score2_ta_reward_std': '0.63328248', 'gathered_video_score2_vq_reward_mean': '2.71777344', 'gathered_video_score2_vq_reward_std': '0.49419564', 'gathered_ori_avg_reward_mean': '8.72497559', 'gathered_ori_avg_reward_std': '1.03060353'}
+2026-06-26 13:44:15.222 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 13:44:15.317 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:44:15.332 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 13:45:21.274 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000085/group_0/index_7637_seed_15724_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:45:40.107 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:45:40.110 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-26 13:46:49.759 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000085/group_0/index_7637_seed_15725_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:47:12.702 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 13:47:12.877 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 13:47:13.636 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.46s/it]
+2026-06-26 13:49:07.572 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.79s (1.90min)
+2026-06-26 13:49:08.284 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 13:51:06.686 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 85: training:  50%|█████     | 1/2 [03:28<03:28, 208.72s/it]              2026-06-26 13:58:06.624 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 86, train_steps: 3440
+Global Step 85: training: 100%|██████████| 2/2 [06:59<00:00, 209.96s/it]10, 10.33s/it]
+2026-06-26 13:58:07.225 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 186	train_steps 3440	{'step': '186/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-09', 'grad_norm': '0.00475813', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '293.01675415', 'grpo_loop_time': '419.91921997', 'ref_model_time': '113.78520203', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84250265', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.36572266', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-09', 'kl_loss': '0.00815576', 'kl_moving': '0.00815576', 'kl_stepwise': '-2.015e-08', 'gathered_avg_reward_mean': '9.37231445', 'gathered_avg_reward_std': '0.99255103', 'gathered_video_score2_mq_reward_mean': '3.22167969', 'gathered_video_score2_mq_reward_std': '0.27414632', 'gathered_video_score2_overall_reward_mean': '9.36572266', 'gathered_video_score2_overall_reward_std': '0.99008882', 'gathered_video_score2_ta_reward_mean': '3.24963379', 'gathered_video_score2_ta_reward_std': '0.59566700', 'gathered_video_score2_vq_reward_mean': '2.90100098', 'gathered_video_score2_vq_reward_std': '0.40352255', 'gathered_ori_avg_reward_mean': '9.37231445', 'gathered_ori_avg_reward_std': '0.99255097'}
+2026-06-26 13:58:07.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 13:58:07.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:58:07.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 13:59:13.381 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000086/group_0/index_7339_seed_10900_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 13:59:27.441 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 13:59:27.441 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-26 14:00:36.974 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000086/group_0/index_7339_seed_10901_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:00:55.999 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 14:00:56.135 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 14:00:56.926 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-26 14:02:51.530 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.45s (1.91min)
+2026-06-26 14:02:52.260 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 14:04:50.041 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 86: training:  50%|█████     | 1/2 [03:27<03:27, 207.42s/it]              2026-06-26 14:11:48.579 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 87, train_steps: 3480
+Global Step 86: training: 100%|██████████| 2/2 [06:58<00:00, 209.26s/it]10, 10.34s/it]
+2026-06-26 14:11:49.267 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 187	train_steps 3480	{'step': '187/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-09', 'grad_norm': '0.00666219', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.89770508', 'grpo_loop_time': '418.52737427', 'ref_model_time': '114.44575500', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88140798', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.88720703', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-09', 'kl_loss': '0.00917839', 'kl_moving': '0.00917839', 'kl_stepwise': '-1.970e-08', 'gathered_avg_reward_mean': '8.88842773', 'gathered_avg_reward_std': '1.11584771', 'gathered_video_score2_mq_reward_mean': '3.15197754', 'gathered_video_score2_mq_reward_std': '0.33553678', 'gathered_video_score2_overall_reward_mean': '8.88720703', 'gathered_video_score2_overall_reward_std': '1.11671782', 'gathered_video_score2_ta_reward_mean': '2.92980957', 'gathered_video_score2_ta_reward_std': '0.70754027', 'gathered_video_score2_vq_reward_mean': '2.80664062', 'gathered_video_score2_vq_reward_std': '0.55040538', 'gathered_ori_avg_reward_mean': '8.88842773', 'gathered_ori_avg_reward_std': '1.11584771'}
+2026-06-26 14:11:49.318 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 14:11:49.419 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:11:49.444 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 14:12:55.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000087/group_0/index_1372_seed_1463_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:13:12.917 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:13:12.920 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-26 14:14:18.578 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000087/group_0/index_1372_seed_1464_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:14:38.146 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 14:14:38.335 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 14:14:39.247 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.79s/it]
+2026-06-26 14:16:32.143 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.89s (1.88min)
+2026-06-26 14:16:32.864 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 14:18:29.634 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 87: training:  50%|█████     | 1/2 [03:26<03:26, 206.57s/it]              2026-06-26 14:25:27.186 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 88, train_steps: 3520
+Global Step 87: training: 100%|██████████| 2/2 [06:57<00:00, 208.77s/it]10, 10.32s/it]
+2026-06-26 14:25:27.784 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 188	train_steps 3520	{'step': '188/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00800138', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.50109863', 'grpo_loop_time': '417.54681396', 'ref_model_time': '112.89270782', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86655176', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.50537109', 'token_credit_video_advantage_mean': '-3.492e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.479e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.328e-09', 'kl_loss': '0.00913852', 'kl_moving': '0.00913853', 'kl_stepwise': '-2.009e-08', 'gathered_avg_reward_mean': '8.50573730', 'gathered_avg_reward_std': '0.99419355', 'gathered_video_score2_mq_reward_mean': '3.03063965', 'gathered_video_score2_mq_reward_std': '0.28135952', 'gathered_video_score2_overall_reward_mean': '8.50537109', 'gathered_video_score2_overall_reward_std': '0.99568093', 'gathered_video_score2_ta_reward_mean': '2.87524414', 'gathered_video_score2_ta_reward_std': '0.47439426', 'gathered_video_score2_vq_reward_mean': '2.59985352', 'gathered_video_score2_vq_reward_std': '0.49996084', 'gathered_ori_avg_reward_mean': '8.50573730', 'gathered_ori_avg_reward_std': '0.99419361'}
+2026-06-26 14:25:27.893 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 14:25:27.992 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:25:28.053 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-26 14:26:34.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000088/group_0/index_8870_seed_20304_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:26:47.764 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:26:47.767 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:08,  3.41s/it][01:08<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:08<00:00,  3.41s/it]
+2026-06-26 14:28:02.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000088/group_0/index_8870_seed_20305_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:28:24.262 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 14:28:24.424 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 14:28:25.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.46s/it]
+2026-06-26 14:30:17.938 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.59s (1.88min)
+2026-06-26 14:30:18.665 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 14:32:16.604 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 88: training:  50%|█████     | 1/2 [03:27<03:27, 207.10s/it]              2026-06-26 14:39:14.726 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 89, train_steps: 3560
+Global Step 88: training: 100%|██████████| 2/2 [06:58<00:00, 209.05s/it]10, 10.32s/it]
+2026-06-26 14:39:15.309 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 189	train_steps 3560	{'step': '189/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00487655', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.72705078', 'grpo_loop_time': '418.11059570', 'ref_model_time': '112.58667755', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86026675', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.92089844', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00850891', 'kl_moving': '0.00850891', 'kl_stepwise': '-1.997e-08', 'gathered_avg_reward_mean': '8.91650391', 'gathered_avg_reward_std': '1.15074527', 'gathered_video_score2_mq_reward_mean': '3.11755371', 'gathered_video_score2_mq_reward_std': '0.42443845', 'gathered_video_score2_overall_reward_mean': '8.92089844', 'gathered_video_score2_overall_reward_std': '1.15119743', 'gathered_video_score2_ta_reward_mean': '2.89196777', 'gathered_video_score2_ta_reward_std': '0.57565778', 'gathered_video_score2_vq_reward_mean': '2.90698242', 'gathered_video_score2_vq_reward_std': '0.47363326', 'gathered_ori_avg_reward_mean': '8.91650391', 'gathered_ori_avg_reward_std': '1.15074527'}
+2026-06-26 14:39:15.402 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 14:39:15.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:39:15.510 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-26 14:40:21.858 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000089/group_0/index_3239_seed_18003_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:40:41.600 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:40:41.604 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 14:41:50.836 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000089/group_0/index_3239_seed_18004_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:42:12.101 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 14:42:12.268 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 14:42:13.188 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.06s/it]
+2026-06-26 14:44:07.200 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.01s (1.90min)
+2026-06-26 14:44:07.938 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 14:46:06.386 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 89: training:  50%|█████     | 1/2 [03:28<03:28, 208.83s/it]              2026-06-26 14:53:06.501 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 90, train_steps: 3600
+Global Step 89: training: 100%|██████████| 2/2 [07:00<00:00, 210.04s/it]10, 10.36s/it]
+2026-06-26 14:53:07.085 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 190	train_steps 3600	{'step': '190/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00477126', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.49218750', 'grpo_loop_time': '420.08642578', 'ref_model_time': '114.00801849', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.82399815', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.11572266', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00753981', 'kl_moving': '0.00753981', 'kl_stepwise': '-1.941e-08', 'gathered_avg_reward_mean': '9.11767578', 'gathered_avg_reward_std': '1.30517054', 'gathered_video_score2_mq_reward_mean': '3.17333984', 'gathered_video_score2_mq_reward_std': '0.42620856', 'gathered_video_score2_overall_reward_mean': '9.11572266', 'gathered_video_score2_overall_reward_std': '1.30522168', 'gathered_video_score2_ta_reward_mean': '2.90222168', 'gathered_video_score2_ta_reward_std': '0.71556377', 'gathered_video_score2_vq_reward_mean': '3.04211426', 'gathered_video_score2_vq_reward_std': '0.51763457', 'gathered_ori_avg_reward_mean': '9.11767578', 'gathered_ori_avg_reward_std': '1.30517054'}
+2026-06-26 14:53:42.630 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=90 (missing=0, unexpected=0)
+2026-06-26 14:53:45.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 14:53:45.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:53:45.487 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  3.00s/it][00:59<00:00,  2.93s/it]
+100%|██████████| 20/20 [00:59<00:00,  3.00s/it]
+2026-06-26 14:54:53.181 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000090/group_0/index_9416_seed_10361_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:55:06.628 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 14:55:06.632 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-26 14:56:17.031 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000090/group_0/index_9416_seed_10362_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 14:56:35.578 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 14:56:35.746 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 14:56:36.902 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.17s/it]
+2026-06-26 14:58:29.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.12s (1.87min)
+2026-06-26 14:58:29.773 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 15:00:27.368 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 90: training:  50%|█████     | 1/2 [03:27<03:27, 207.73s/it]              2026-06-26 15:07:26.691 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 91, train_steps: 3640
+Global Step 90: training: 100%|██████████| 2/2 [06:59<00:00, 209.64s/it]10, 10.49s/it]
+2026-06-26 15:07:27.253 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 191	train_steps 3640	{'step': '191/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00394124', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.54498291', 'grpo_loop_time': '419.27413940', 'ref_model_time': '112.11903381', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84299839', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14013672', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00685068', 'kl_moving': '0.00685068', 'kl_stepwise': '-1.846e-08', 'gathered_avg_reward_mean': '9.13891602', 'gathered_avg_reward_std': '1.02687991', 'gathered_video_score2_mq_reward_mean': '3.15356445', 'gathered_video_score2_mq_reward_std': '0.33866933', 'gathered_video_score2_overall_reward_mean': '9.14013672', 'gathered_video_score2_overall_reward_std': '1.02625144', 'gathered_video_score2_ta_reward_mean': '3.08642578', 'gathered_video_score2_ta_reward_std': '0.54894954', 'gathered_video_score2_vq_reward_mean': '2.89892578', 'gathered_video_score2_vq_reward_std': '0.45718122', 'gathered_ori_avg_reward_mean': '9.13891602', 'gathered_ori_avg_reward_std': '1.02687991'}
+2026-06-26 15:07:27.502 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 15:07:27.598 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:07:27.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 15:08:33.572 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000091/group_0/index_827_seed_17315_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:08:48.705 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:08:48.709 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-26 15:09:56.827 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000091/group_0/index_827_seed_17316_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:10:18.939 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 15:10:19.032 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 15:10:19.904 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-26 15:12:12.013 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.98s (1.87min)
+2026-06-26 15:12:12.762 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 15:14:10.678 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 91: training:  50%|█████     | 1/2 [03:27<03:27, 207.44s/it]              2026-06-26 15:21:10.139 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 92, train_steps: 3680
+Global Step 91: training: 100%|██████████| 2/2 [06:59<00:00, 209.73s/it]10, 10.49s/it]
+2026-06-26 15:21:10.758 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 192	train_steps 3680	{'step': '192/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00530738', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.21417236', 'grpo_loop_time': '419.46514893', 'ref_model_time': '111.98398590', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87066025', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.69189453', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00743718', 'kl_moving': '0.00743719', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '8.69372559', 'gathered_avg_reward_std': '1.32813156', 'gathered_video_score2_mq_reward_mean': '3.05273438', 'gathered_video_score2_mq_reward_std': '0.44894481', 'gathered_video_score2_overall_reward_mean': '8.69189453', 'gathered_video_score2_overall_reward_std': '1.32683611', 'gathered_video_score2_ta_reward_mean': '2.82897949', 'gathered_video_score2_ta_reward_std': '0.67133272', 'gathered_video_score2_vq_reward_mean': '2.81201172', 'gathered_video_score2_vq_reward_std': '0.52239406', 'gathered_ori_avg_reward_mean': '8.69372559', 'gathered_ori_avg_reward_std': '1.32813156'}
+2026-06-26 15:21:10.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 15:21:10.960 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:21:11.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 15:22:17.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000092/group_0/index_6760_seed_17098_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:22:35.467 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:22:35.471 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.95s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.95s/it]
+2026-06-26 15:23:41.386 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000092/group_0/index_6760_seed_17099_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:24:01.111 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 15:24:01.252 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 15:24:02.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.61s/it]
+2026-06-26 15:25:55.407 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.86s (1.88min)
+2026-06-26 15:25:56.148 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 15:27:53.336 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 92: training:  50%|█████     | 1/2 [03:28<03:28, 208.98s/it]              2026-06-26 15:34:55.255 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 93, train_steps: 3720
+Global Step 92: training: 100%|██████████| 2/2 [07:01<00:00, 210.96s/it]10, 10.35s/it]
+2026-06-26 15:34:55.901 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 193	train_steps 3720	{'step': '193/10000', 'learning_rate': '0.00001000', 'loss': '-9.686e-09', 'grad_norm': '0.00491134', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.24899292', 'grpo_loop_time': '421.91369629', 'ref_model_time': '112.86131287', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88602465', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06933594', 'token_credit_video_advantage_mean': '-9.779e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-08', 'kl_loss': '0.00723153', 'kl_moving': '0.00723153', 'kl_stepwise': '-1.931e-08', 'gathered_avg_reward_mean': '9.07556152', 'gathered_avg_reward_std': '1.03377163', 'gathered_video_score2_mq_reward_mean': '3.16162109', 'gathered_video_score2_mq_reward_std': '0.32640243', 'gathered_video_score2_overall_reward_mean': '9.06933594', 'gathered_video_score2_overall_reward_std': '1.03443325', 'gathered_video_score2_ta_reward_mean': '3.01184082', 'gathered_video_score2_ta_reward_std': '0.61041641', 'gathered_video_score2_vq_reward_mean': '2.90209961', 'gathered_video_score2_vq_reward_std': '0.47926235', 'gathered_ori_avg_reward_mean': '9.07556152', 'gathered_ori_avg_reward_std': '1.03377163'}
+2026-06-26 15:34:55.952 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 15:34:56.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:34:56.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 15:36:02.109 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000093/group_0/index_4904_seed_17667_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:36:17.569 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:36:17.570 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-26 15:37:30.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000093/group_0/index_4904_seed_17668_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:37:49.469 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 15:37:49.597 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 15:37:50.402 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.52s/it]
+2026-06-26 15:39:43.481 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.94s (1.88min)
+2026-06-26 15:39:44.228 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 15:41:43.264 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 93: training:  50%|█████     | 1/2 [03:28<03:28, 208.69s/it]              2026-06-26 15:48:44.631 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 94, train_steps: 3760
+Global Step 93: training: 100%|██████████| 2/2 [07:01<00:00, 210.64s/it]10, 10.49s/it]
+2026-06-26 15:48:45.212 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 194	train_steps 3760	{'step': '194/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00459128', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.22640991', 'grpo_loop_time': '421.27960205', 'ref_model_time': '112.94021606', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86764926', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20263672', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00732346', 'kl_moving': '0.00732346', 'kl_stepwise': '-1.998e-08', 'gathered_avg_reward_mean': '9.20239258', 'gathered_avg_reward_std': '0.71390754', 'gathered_video_score2_mq_reward_mean': '3.14697266', 'gathered_video_score2_mq_reward_std': '0.26873353', 'gathered_video_score2_overall_reward_mean': '9.20263672', 'gathered_video_score2_overall_reward_std': '0.71370065', 'gathered_video_score2_ta_reward_mean': '3.14147949', 'gathered_video_score2_ta_reward_std': '0.56146502', 'gathered_video_score2_vq_reward_mean': '2.91394043', 'gathered_video_score2_vq_reward_std': '0.41035962', 'gathered_ori_avg_reward_mean': '9.20239258', 'gathered_ori_avg_reward_std': '0.71390754'}
+2026-06-26 15:48:45.262 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 15:48:45.367 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:48:45.401 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 15:49:51.367 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000094/group_0/index_2342_seed_31533_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:50:09.508 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 15:50:09.508 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.95s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.95s/it]
+2026-06-26 15:51:15.487 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000094/group_0/index_2342_seed_31534_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 15:51:34.720 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 15:51:34.814 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 15:51:35.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.47s/it]
+2026-06-26 15:53:28.588 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.79s (1.88min)
+2026-06-26 15:53:29.313 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 15:55:26.350 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 94: training:  50%|█████     | 1/2 [03:27<03:27, 207.86s/it]              2026-06-26 16:02:25.890 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 95, train_steps: 3800
+Global Step 94: training: 100%|██████████| 2/2 [06:59<00:00, 209.75s/it]10, 10.34s/it]
+2026-06-26 16:02:26.541 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 195	train_steps 3800	{'step': '195/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00482950', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.00683594', 'grpo_loop_time': '419.51007080', 'ref_model_time': '112.78923035', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87205738', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.69335938', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.118e-08', 'kl_loss': '0.00750656', 'kl_moving': '0.00750656', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '8.69335938', 'gathered_avg_reward_std': '1.34402883', 'gathered_video_score2_mq_reward_mean': '2.98107910', 'gathered_video_score2_mq_reward_std': '0.38641977', 'gathered_video_score2_overall_reward_mean': '8.69335938', 'gathered_video_score2_overall_reward_std': '1.34394157', 'gathered_video_score2_ta_reward_mean': '2.96533203', 'gathered_video_score2_ta_reward_std': '0.73256361', 'gathered_video_score2_vq_reward_mean': '2.74694824', 'gathered_video_score2_vq_reward_std': '0.50797141', 'gathered_ori_avg_reward_mean': '8.69335938', 'gathered_ori_avg_reward_std': '1.34402883'}
+2026-06-26 16:02:26.592 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 16:02:26.688 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:02:26.733 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 16:03:32.848 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000095/group_0/index_6549_seed_31222_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:03:46.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:03:46.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.20s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.20s/it]
+2026-06-26 16:04:57.724 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000095/group_0/index_6549_seed_31223_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:05:16.921 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 16:05:17.090 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 16:05:18.082 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-26 16:07:10.362 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.22s (1.87min)
+2026-06-26 16:07:11.101 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 16:09:08.277 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 95: training:  50%|█████     | 1/2 [03:27<03:27, 207.05s/it]              2026-06-26 16:16:06.005 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 96, train_steps: 3840
+Global Step 95: training: 100%|██████████| 2/2 [06:57<00:00, 208.86s/it]10, 10.31s/it]
+2026-06-26 16:16:06.653 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 196	train_steps 3840	{'step': '196/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00755416', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.46398926', 'grpo_loop_time': '417.71685791', 'ref_model_time': '112.22235870', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85176528', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.80224609', 'token_credit_video_advantage_mean': '-1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00785360', 'kl_moving': '0.00785360', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '8.80212402', 'gathered_avg_reward_std': '0.85033989', 'gathered_video_score2_mq_reward_mean': '3.12182617', 'gathered_video_score2_mq_reward_std': '0.22524841', 'gathered_video_score2_overall_reward_mean': '8.80224609', 'gathered_video_score2_overall_reward_std': '0.84937459', 'gathered_video_score2_ta_reward_mean': '2.81506348', 'gathered_video_score2_ta_reward_std': '0.54459459', 'gathered_video_score2_vq_reward_mean': '2.86523438', 'gathered_video_score2_vq_reward_std': '0.51007420', 'gathered_ori_avg_reward_mean': '8.80212402', 'gathered_ori_avg_reward_std': '0.85033989'}
+2026-06-26 16:16:06.709 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 16:16:06.805 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:16:06.868 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 16:17:13.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000096/group_0/index_8016_seed_1341_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:17:29.267 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:17:29.270 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-26 16:18:42.691 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000096/group_0/index_8016_seed_1342_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:19:03.074 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 16:19:03.185 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 16:19:04.098 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 16:20:56.801 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.53s (1.88min)
+2026-06-26 16:20:57.527 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 16:22:55.424 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 96: training:  50%|█████     | 1/2 [03:27<03:27, 207.33s/it]              2026-06-26 16:29:53.875 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 97, train_steps: 3880
+Global Step 96: training: 100%|██████████| 2/2 [06:58<00:00, 209.22s/it]10, 10.34s/it]
+2026-06-26 16:29:54.543 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 197	train_steps 3880	{'step': '197/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00526815', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.77117920', 'grpo_loop_time': '418.43902588', 'ref_model_time': '112.53258514', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89004409', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.37890625', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00813122', 'kl_moving': '0.00813122', 'kl_stepwise': '-1.924e-08', 'gathered_avg_reward_mean': '9.37255859', 'gathered_avg_reward_std': '1.04225242', 'gathered_video_score2_mq_reward_mean': '3.20971680', 'gathered_video_score2_mq_reward_std': '0.41279662', 'gathered_video_score2_overall_reward_mean': '9.37890625', 'gathered_video_score2_overall_reward_std': '1.03933418', 'gathered_video_score2_ta_reward_mean': '3.26281738', 'gathered_video_score2_ta_reward_std': '0.55281436', 'gathered_video_score2_vq_reward_mean': '2.90002441', 'gathered_video_score2_vq_reward_std': '0.50376844', 'gathered_ori_avg_reward_mean': '9.37255859', 'gathered_ori_avg_reward_std': '1.04225242'}
+2026-06-26 16:29:54.594 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 16:29:54.692 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:29:54.754 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 16:31:00.921 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000097/group_0/index_5950_seed_24152_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:31:15.011 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:31:15.014 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 16:32:24.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000097/group_0/index_5950_seed_24153_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:32:44.930 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 16:32:45.018 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 16:32:45.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-26 16:34:38.395 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.29s (1.87min)
+2026-06-26 16:34:39.121 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 16:36:38.415 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 97: training:  50%|█████     | 1/2 [03:27<03:27, 207.96s/it]              2026-06-26 16:43:37.390 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 98, train_steps: 3920
+Global Step 97: training: 100%|██████████| 2/2 [06:58<00:00, 209.48s/it]10, 10.33s/it]
+2026-06-26 16:43:38.037 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 198	train_steps 3920	{'step': '198/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00564939', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.48239136', 'grpo_loop_time': '418.96972656', 'ref_model_time': '112.29309845', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86935544', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.08349609', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.369e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00757058', 'kl_moving': '0.00757059', 'kl_stepwise': '-1.895e-08', 'gathered_avg_reward_mean': '9.08312988', 'gathered_avg_reward_std': '1.34623206', 'gathered_video_score2_mq_reward_mean': '3.09265137', 'gathered_video_score2_mq_reward_std': '0.43549842', 'gathered_video_score2_overall_reward_mean': '9.08349609', 'gathered_video_score2_overall_reward_std': '1.34742475', 'gathered_video_score2_ta_reward_mean': '2.93054199', 'gathered_video_score2_ta_reward_std': '0.68599069', 'gathered_video_score2_vq_reward_mean': '3.05993652', 'gathered_video_score2_vq_reward_std': '0.48192355', 'gathered_ori_avg_reward_mean': '9.08312988', 'gathered_ori_avg_reward_std': '1.34623194'}
+2026-06-26 16:43:38.087 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 16:43:38.183 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:43:38.232 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 16:44:44.481 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000098/group_0/index_6234_seed_10501_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:44:59.343 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:44:59.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-26 16:46:08.585 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000098/group_0/index_6234_seed_10502_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:46:30.659 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 16:46:30.829 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 16:46:31.746 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it]
+2026-06-26 16:48:24.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.02s (1.88min)
+2026-06-26 16:48:25.496 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 16:50:22.654 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 98: training:  50%|█████     | 1/2 [03:26<03:26, 206.36s/it]              2026-06-26 16:57:20.030 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 99, train_steps: 3960
+Global Step 98: training: 100%|██████████| 2/2 [06:57<00:00, 208.69s/it]10, 10.34s/it]
+2026-06-26 16:57:20.622 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 199	train_steps 3960	{'step': '199/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00546153', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.36413574', 'grpo_loop_time': '417.37686157', 'ref_model_time': '113.02416229', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87406838', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.12402344', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00812082', 'kl_moving': '0.00812082', 'kl_stepwise': '-1.997e-08', 'gathered_avg_reward_mean': '9.12561035', 'gathered_avg_reward_std': '0.99144638', 'gathered_video_score2_mq_reward_mean': '3.11389160', 'gathered_video_score2_mq_reward_std': '0.36873686', 'gathered_video_score2_overall_reward_mean': '9.12402344', 'gathered_video_score2_overall_reward_std': '0.99312466', 'gathered_video_score2_ta_reward_mean': '3.01098633', 'gathered_video_score2_ta_reward_std': '0.49057803', 'gathered_video_score2_vq_reward_mean': '3.00073242', 'gathered_video_score2_vq_reward_std': '0.54698783', 'gathered_ori_avg_reward_mean': '9.12561035', 'gathered_ori_avg_reward_std': '0.99144644'}
+2026-06-26 16:57:20.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 16:57:20.816 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:57:20.848 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 16:58:26.784 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000099/group_0/index_9805_seed_298_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 16:58:41.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 16:58:41.535 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.30s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.30s/it]
+2026-06-26 16:59:54.537 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000099/group_0/index_9805_seed_299_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:00:14.957 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 17:00:15.103 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 17:00:15.922 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it]
+2026-06-26 17:02:09.384 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.36s (1.89min)
+2026-06-26 17:02:10.104 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 17:04:07.458 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 99: training:  50%|█████     | 1/2 [03:27<03:27, 207.93s/it]              2026-06-26 17:11:06.408 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 100, train_steps: 4000
+Global Step 99: training: 100%|██████████| 2/2 [06:58<00:00, 209.47s/it]10, 10.33s/it]
+2026-06-26 17:11:06.993 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 200	train_steps 4000	{'step': '200/10000', 'learning_rate': '0.00001000', 'loss': '-1.467e-08', 'grad_norm': '0.00515233', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.33074951', 'grpo_loop_time': '418.94677734', 'ref_model_time': '113.36005402', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89133173', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07861328', 'token_credit_video_advantage_mean': '-1.164e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.467e-08', 'kl_loss': '0.00865205', 'kl_moving': '0.00865205', 'kl_stepwise': '-1.943e-08', 'gathered_avg_reward_mean': '9.07897949', 'gathered_avg_reward_std': '1.18300152', 'gathered_video_score2_mq_reward_mean': '3.16870117', 'gathered_video_score2_mq_reward_std': '0.39625993', 'gathered_video_score2_overall_reward_mean': '9.07861328', 'gathered_video_score2_overall_reward_std': '1.18197465', 'gathered_video_score2_ta_reward_mean': '2.97863770', 'gathered_video_score2_ta_reward_std': '0.57085609', 'gathered_video_score2_vq_reward_mean': '2.93164062', 'gathered_video_score2_vq_reward_std': '0.50413901', 'gathered_ori_avg_reward_mean': '9.07897949', 'gathered_ori_avg_reward_std': '1.18300152'}
+2026-06-26 17:12:12.739 | INFO     | __main__:save_checkpoint:1967 - Checkpoint saved at step 200 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-200
+2026-06-26 17:12:12.870 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 200: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-200
+2026-06-26 17:12:15.622 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-175
+2026-06-26 17:12:51.094 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=100 (missing=0, unexpected=0)
+2026-06-26 17:12:52.846 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 17:12:53.065 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:12:53.177 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-26 17:14:00.320 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000100/group_0/index_2391_seed_20199_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:14:15.817 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:14:15.821 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-26 17:15:26.272 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000100/group_0/index_2391_seed_20200_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:15:47.055 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 17:15:47.222 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 17:15:48.072 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.82s/it]
+2026-06-26 17:17:40.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.20s (1.87min)
+2026-06-26 17:17:41.102 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 17:19:39.170 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 100: training:  50%|█████     | 1/2 [03:28<03:28, 208.35s/it]             2026-06-26 17:26:38.797 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 101, train_steps: 4040
+Global Step 100: training: 100%|██████████| 2/2 [06:59<00:00, 209.80s/it]0, 10.35s/it]
+2026-06-26 17:26:39.454 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 201	train_steps 4040	{'step': '201/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-09', 'grad_norm': '0.00475470', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.21228027', 'grpo_loop_time': '419.60446167', 'ref_model_time': '112.20094299', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86125565', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.99267578', 'token_credit_video_advantage_mean': '-1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00752522', 'kl_moving': '0.00752522', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '8.99011230', 'gathered_avg_reward_std': '1.16564775', 'gathered_video_score2_mq_reward_mean': '3.14733887', 'gathered_video_score2_mq_reward_std': '0.40832195', 'gathered_video_score2_overall_reward_mean': '8.99267578', 'gathered_video_score2_overall_reward_std': '1.16692626', 'gathered_video_score2_ta_reward_mean': '2.90759277', 'gathered_video_score2_ta_reward_std': '0.54995221', 'gathered_video_score2_vq_reward_mean': '2.93518066', 'gathered_video_score2_vq_reward_std': '0.55162156', 'gathered_ori_avg_reward_mean': '8.99011230', 'gathered_ori_avg_reward_std': '1.16564775'}
+2026-06-26 17:26:39.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 17:26:39.706 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:26:39.721 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 17:27:45.981 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000101/group_0/index_6886_seed_28497_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:28:00.237 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:28:00.241 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.96s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 17:29:09.662 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000101/group_0/index_6886_seed_28498_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:29:29.390 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 17:29:29.559 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 17:29:30.335 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.60s/it]
+2026-06-26 17:31:23.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.85s (1.88min)
+2026-06-26 17:31:24.039 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 17:33:21.163 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 101: training:  50%|█████     | 1/2 [03:27<03:27, 207.38s/it]             2026-06-26 17:40:19.454 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 102, train_steps: 4080
+Global Step 101: training: 100%|██████████| 2/2 [06:58<00:00, 209.14s/it]0, 10.33s/it]
+2026-06-26 17:40:20.051 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 202	train_steps 4080	{'step': '202/10000', 'learning_rate': '0.00001000', 'loss': '-2.049e-08', 'grad_norm': '0.00617777', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.38031006', 'grpo_loop_time': '418.28799438', 'ref_model_time': '112.85041046', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88223803', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01416016', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.049e-08', 'kl_loss': '0.00767993', 'kl_moving': '0.00767993', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '9.00854492', 'gathered_avg_reward_std': '1.22776449', 'gathered_video_score2_mq_reward_mean': '3.12414551', 'gathered_video_score2_mq_reward_std': '0.42921254', 'gathered_video_score2_overall_reward_mean': '9.01416016', 'gathered_video_score2_overall_reward_std': '1.23139143', 'gathered_video_score2_ta_reward_mean': '2.97155762', 'gathered_video_score2_ta_reward_std': '0.61535740', 'gathered_video_score2_vq_reward_mean': '2.91284180', 'gathered_video_score2_vq_reward_std': '0.53522080', 'gathered_ori_avg_reward_mean': '9.00854492', 'gathered_ori_avg_reward_std': '1.22776449'}
+2026-06-26 17:40:20.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 17:40:20.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:40:20.250 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 17:41:26.374 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000102/group_0/index_6375_seed_22232_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:41:40.300 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:41:40.304 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.36s/it][01:07<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.36s/it]
+2026-06-26 17:42:54.442 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000102/group_0/index_6375_seed_22233_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:43:13.842 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 17:43:13.966 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 17:43:14.776 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.51s/it]
+2026-06-26 17:45:08.459 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.52s (1.89min)
+2026-06-26 17:45:09.178 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 17:47:07.025 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 102: training:  50%|█████     | 1/2 [03:28<03:28, 208.25s/it]             2026-06-26 17:54:05.956 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 103, train_steps: 4120
+Global Step 102: training: 100%|██████████| 2/2 [06:58<00:00, 209.46s/it]0, 10.32s/it]
+2026-06-26 17:54:06.534 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 203	train_steps 4120	{'step': '203/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00680819', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.98452759', 'grpo_loop_time': '418.91503906', 'ref_model_time': '113.51608276', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86600912', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.79882812', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.474e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00811994', 'kl_moving': '0.00811994', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '8.79846191', 'gathered_avg_reward_std': '1.01957250', 'gathered_video_score2_mq_reward_mean': '3.03955078', 'gathered_video_score2_mq_reward_std': '0.36002159', 'gathered_video_score2_overall_reward_mean': '8.79882812', 'gathered_video_score2_overall_reward_std': '1.02070355', 'gathered_video_score2_ta_reward_mean': '2.96252441', 'gathered_video_score2_ta_reward_std': '0.43657517', 'gathered_video_score2_vq_reward_mean': '2.79638672', 'gathered_video_score2_vq_reward_std': '0.46988973', 'gathered_ori_avg_reward_mean': '8.79846191', 'gathered_ori_avg_reward_std': '1.01957262'}
+2026-06-26 17:54:06.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 17:54:06.724 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:54:06.741 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-26 17:55:12.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000103/group_0/index_6280_seed_31269_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:55:29.695 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 17:55:29.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-26 17:56:38.291 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000103/group_0/index_6280_seed_31270_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 17:56:57.968 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 17:56:58.134 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 17:56:59.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.76s/it]
+2026-06-26 17:58:52.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.93s (1.90min)
+2026-06-26 17:58:53.719 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 18:00:50.622 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 103: training:  50%|█████     | 1/2 [03:27<03:27, 207.13s/it]             2026-06-26 18:07:48.649 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 104, train_steps: 4160
+Global Step 103: training: 100%|██████████| 2/2 [06:58<00:00, 209.01s/it]0, 10.33s/it]
+2026-06-26 18:07:49.312 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 204	train_steps 4160	{'step': '204/10000', 'learning_rate': '0.00001000', 'loss': '-1.397e-08', 'grad_norm': '0.00469059', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.03280640', 'grpo_loop_time': '418.02014160', 'ref_model_time': '113.93004608', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84133720', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.97167969', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-08', 'kl_loss': '0.00764150', 'kl_moving': '0.00764150', 'kl_stepwise': '-1.957e-08', 'gathered_avg_reward_mean': '8.97082520', 'gathered_avg_reward_std': '0.94627166', 'gathered_video_score2_mq_reward_mean': '3.16210938', 'gathered_video_score2_mq_reward_std': '0.28757402', 'gathered_video_score2_overall_reward_mean': '8.97167969', 'gathered_video_score2_overall_reward_std': '0.94574368', 'gathered_video_score2_ta_reward_mean': '2.83544922', 'gathered_video_score2_ta_reward_std': '0.55621362', 'gathered_video_score2_vq_reward_mean': '2.97326660', 'gathered_video_score2_vq_reward_std': '0.52865469', 'gathered_ori_avg_reward_mean': '8.97082520', 'gathered_ori_avg_reward_std': '0.94627166'}
+2026-06-26 18:07:49.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 18:07:49.459 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:07:49.474 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 18:08:55.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000104/group_0/index_9442_seed_23321_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:09:10.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:09:10.046 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 18:10:21.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000104/group_0/index_9442_seed_23322_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:10:44.980 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 18:10:45.148 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 18:10:46.065 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.79s/it]
+2026-06-26 18:12:38.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.14s (1.87min)
+2026-06-26 18:12:39.004 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 18:14:38.304 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 104: training:  50%|█████     | 1/2 [03:28<03:28, 208.69s/it]             2026-06-26 18:21:37.920 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 105, train_steps: 4200
+Global Step 104: training: 100%|██████████| 2/2 [06:59<00:00, 209.80s/it]0, 10.33s/it]
+2026-06-26 18:21:38.495 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 205	train_steps 4200	{'step': '205/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00635198', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.59356689', 'grpo_loop_time': '419.61306763', 'ref_model_time': '112.14122772', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85107273', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54980469', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.421e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00786240', 'kl_moving': '0.00786240', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '9.54785156', 'gathered_avg_reward_std': '1.04307342', 'gathered_video_score2_mq_reward_mean': '3.15039062', 'gathered_video_score2_mq_reward_std': '0.32043752', 'gathered_video_score2_overall_reward_mean': '9.54980469', 'gathered_video_score2_overall_reward_std': '1.04531014', 'gathered_video_score2_ta_reward_mean': '3.43969727', 'gathered_video_score2_ta_reward_std': '0.64050955', 'gathered_video_score2_vq_reward_mean': '2.95776367', 'gathered_video_score2_vq_reward_std': '0.46076101', 'gathered_ori_avg_reward_mean': '9.54785156', 'gathered_ori_avg_reward_std': '1.04307342'}
+2026-06-26 18:21:38.627 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 18:21:38.725 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:21:38.769 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 18:22:44.508 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000105/group_0/index_7083_seed_17328_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:23:00.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:23:00.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 18:24:12.476 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000105/group_0/index_7083_seed_17329_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:24:36.190 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 18:24:36.360 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 18:24:37.284 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.80s/it]
+2026-06-26 18:26:30.096 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.81s (1.88min)
+2026-06-26 18:26:30.846 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 18:28:27.996 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 105: training:  50%|█████     | 1/2 [03:27<03:27, 207.56s/it]             2026-06-26 18:35:26.952 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 106, train_steps: 4240
+Global Step 105: training: 100%|██████████| 2/2 [06:58<00:00, 209.46s/it]0, 10.35s/it]
+2026-06-26 18:35:27.617 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 206	train_steps 4240	{'step': '206/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00639535', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.16714478', 'grpo_loop_time': '418.92773438', 'ref_model_time': '112.80796814', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86907172', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72070312', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.456e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00785075', 'kl_moving': '0.00785076', 'kl_stepwise': '-2.006e-08', 'gathered_avg_reward_mean': '8.71997070', 'gathered_avg_reward_std': '1.62322330', 'gathered_video_score2_mq_reward_mean': '3.06652832', 'gathered_video_score2_mq_reward_std': '0.51832384', 'gathered_video_score2_overall_reward_mean': '8.72070312', 'gathered_video_score2_overall_reward_std': '1.62227345', 'gathered_video_score2_ta_reward_mean': '2.90490723', 'gathered_video_score2_ta_reward_std': '0.71804714', 'gathered_video_score2_vq_reward_mean': '2.74853516', 'gathered_video_score2_vq_reward_std': '0.58597797', 'gathered_ori_avg_reward_mean': '8.71997070', 'gathered_ori_avg_reward_std': '1.62322330'}
+2026-06-26 18:35:27.675 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 18:35:27.771 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:35:27.816 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 18:36:34.003 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000106/group_0/index_6976_seed_24611_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:36:51.287 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:36:51.291 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-26 18:38:04.198 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000106/group_0/index_6976_seed_24612_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:38:23.638 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 18:38:23.803 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 18:38:24.995 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.49s/it]
+2026-06-26 18:40:17.684 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.69s (1.88min)
+2026-06-26 18:40:18.401 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 18:42:15.539 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 106: training:  50%|█████     | 1/2 [03:27<03:27, 207.82s/it]             2026-06-26 18:49:14.303 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 107, train_steps: 4280
+Global Step 106: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]0, 10.33s/it]
+2026-06-26 18:49:14.997 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 207	train_steps 4280	{'step': '207/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-09', 'grad_norm': '0.00679746', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.68191528', 'grpo_loop_time': '418.75900269', 'ref_model_time': '112.68565369', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89606905', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.58007812', 'token_credit_video_advantage_mean': '-5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00783930', 'kl_moving': '0.00783931', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '9.57812500', 'gathered_avg_reward_std': '1.34968567', 'gathered_video_score2_mq_reward_mean': '3.28930664', 'gathered_video_score2_mq_reward_std': '0.42024419', 'gathered_video_score2_overall_reward_mean': '9.58007812', 'gathered_video_score2_overall_reward_std': '1.35287011', 'gathered_video_score2_ta_reward_mean': '3.18969727', 'gathered_video_score2_ta_reward_std': '0.59152037', 'gathered_video_score2_vq_reward_mean': '3.09912109', 'gathered_video_score2_vq_reward_std': '0.60058492', 'gathered_ori_avg_reward_mean': '9.57812500', 'gathered_ori_avg_reward_std': '1.34968567'}
+2026-06-26 18:49:15.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 18:49:15.146 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:49:15.212 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.89s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.89s/it]
+2026-06-26 18:50:20.968 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000107/group_0/index_6620_seed_1567_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:50:35.542 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 18:50:35.546 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.15s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.15s/it]
+2026-06-26 18:51:45.514 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000107/group_0/index_6620_seed_1568_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 18:52:04.068 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 18:52:04.201 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 18:52:05.245 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-26 18:53:58.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.77s (1.88min)
+2026-06-26 18:53:58.857 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 18:55:58.743 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 107: training:  50%|█████     | 1/2 [03:31<03:31, 211.03s/it]             2026-06-26 19:03:00.896 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 108, train_steps: 4320
+Global Step 107: training: 100%|██████████| 2/2 [07:02<00:00, 211.07s/it]0, 10.35s/it]
+2026-06-26 19:03:01.577 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 208	train_steps 4320	{'step': '208/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00475368', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.76089478', 'grpo_loop_time': '422.14660645', 'ref_model_time': '112.77502441', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86474419', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06005859', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.368e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.00796290', 'kl_moving': '0.00796290', 'kl_stepwise': '-1.870e-08', 'gathered_avg_reward_mean': '9.06433105', 'gathered_avg_reward_std': '1.25697339', 'gathered_video_score2_mq_reward_mean': '3.12805176', 'gathered_video_score2_mq_reward_std': '0.37679526', 'gathered_video_score2_overall_reward_mean': '9.06005859', 'gathered_video_score2_overall_reward_std': '1.25586152', 'gathered_video_score2_ta_reward_mean': '2.91748047', 'gathered_video_score2_ta_reward_std': '0.79149395', 'gathered_video_score2_vq_reward_mean': '3.01879883', 'gathered_video_score2_vq_reward_std': '0.48166162', 'gathered_ori_avg_reward_mean': '9.06433105', 'gathered_ori_avg_reward_std': '1.25697351'}
+2026-06-26 19:03:01.844 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 19:03:01.939 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:03:01.998 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 19:04:08.165 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000108/group_0/index_3393_seed_27727_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:04:22.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:04:22.362 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-26 19:05:35.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000108/group_0/index_3393_seed_27728_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:05:54.689 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 19:05:54.852 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 19:05:55.772 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.91s/it]
+2026-06-26 19:07:48.927 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.15s (1.89min)
+2026-06-26 19:07:49.644 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 19:09:46.748 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 108: training:  50%|█████     | 1/2 [03:27<03:27, 207.59s/it]             2026-06-26 19:16:45.600 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 109, train_steps: 4360
+Global Step 108: training: 100%|██████████| 2/2 [06:58<00:00, 209.42s/it]0, 10.35s/it]
+2026-06-26 19:16:46.262 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 209	train_steps 4360	{'step': '209/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00500380', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.75531006', 'grpo_loop_time': '418.84249878', 'ref_model_time': '113.15050507', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86993039', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17333984', 'token_credit_video_advantage_mean': '1.164e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-08', 'kl_loss': '0.00857031', 'kl_moving': '0.00857031', 'kl_stepwise': '-1.992e-08', 'gathered_avg_reward_mean': '9.17358398', 'gathered_avg_reward_std': '0.96576887', 'gathered_video_score2_mq_reward_mean': '3.15771484', 'gathered_video_score2_mq_reward_std': '0.27102336', 'gathered_video_score2_overall_reward_mean': '9.17333984', 'gathered_video_score2_overall_reward_std': '0.96404368', 'gathered_video_score2_ta_reward_mean': '3.06616211', 'gathered_video_score2_ta_reward_std': '0.49836266', 'gathered_video_score2_vq_reward_mean': '2.94970703', 'gathered_video_score2_vq_reward_std': '0.50535363', 'gathered_ori_avg_reward_mean': '9.17358398', 'gathered_ori_avg_reward_std': '0.96576893'}
+2026-06-26 19:16:46.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 19:16:46.405 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:16:46.485 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 19:17:52.886 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000109/group_0/index_8829_seed_14580_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:18:12.610 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:18:12.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-26 19:19:20.443 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000109/group_0/index_8829_seed_14581_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:19:39.560 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 19:19:39.725 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 19:19:40.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.92s/it]
+2026-06-26 19:21:33.586 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.93s (1.88min)
+2026-06-26 19:21:34.329 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 19:23:31.362 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 109: training:  50%|█████     | 1/2 [03:27<03:27, 207.61s/it]             2026-06-26 19:30:31.006 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 110, train_steps: 4400
+Global Step 109: training: 100%|██████████| 2/2 [06:59<00:00, 209.82s/it]0, 10.47s/it]
+2026-06-26 19:30:31.667 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 210	train_steps 4400	{'step': '210/10000', 'learning_rate': '0.00001000', 'loss': '-1.824e-08', 'grad_norm': '0.00546107', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.97140503', 'grpo_loop_time': '419.64215088', 'ref_model_time': '112.93460083', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85862160', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20898438', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.490e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.825e-08', 'kl_loss': '0.00885286', 'kl_moving': '0.00885287', 'kl_stepwise': '-1.994e-08', 'gathered_avg_reward_mean': '9.20605469', 'gathered_avg_reward_std': '1.09253681', 'gathered_video_score2_mq_reward_mean': '3.14709473', 'gathered_video_score2_mq_reward_std': '0.42059484', 'gathered_video_score2_overall_reward_mean': '9.20898438', 'gathered_video_score2_overall_reward_std': '1.09238017', 'gathered_video_score2_ta_reward_mean': '3.11181641', 'gathered_video_score2_ta_reward_std': '0.38040558', 'gathered_video_score2_vq_reward_mean': '2.94714355', 'gathered_video_score2_vq_reward_std': '0.57389772', 'gathered_ori_avg_reward_mean': '9.20605469', 'gathered_ori_avg_reward_std': '1.09253693'}
+2026-06-26 19:31:06.988 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=110 (missing=0, unexpected=0)
+2026-06-26 19:31:08.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 19:31:09.036 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:31:09.183 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-26 19:32:17.945 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000110/group_0/index_1911_seed_6899_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:32:36.510 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:32:36.513 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-26 19:33:43.696 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000110/group_0/index_1911_seed_6900_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:34:06.091 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 19:34:06.233 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 19:34:07.136 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.65s/it]
+2026-06-26 19:35:59.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.13s (1.87min)
+2026-06-26 19:36:00.379 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 19:38:00.120 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 110: training:  50%|█████     | 1/2 [03:30<03:30, 210.27s/it]             2026-06-26 19:45:02.157 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 111, train_steps: 4440
+Global Step 110: training: 100%|██████████| 2/2 [07:02<00:00, 211.02s/it]0, 10.47s/it]
+2026-06-26 19:45:02.772 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 211	train_steps 4440	{'step': '211/10000', 'learning_rate': '0.00001000', 'loss': '4.191e-09', 'grad_norm': '0.00561919', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.55145264', 'grpo_loop_time': '422.05102539', 'ref_model_time': '112.12528229', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85662168', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.73583984', 'token_credit_video_advantage_mean': '-4.889e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.191e-09', 'kl_loss': '0.00767428', 'kl_moving': '0.00767428', 'kl_stepwise': '-1.921e-08', 'gathered_avg_reward_mean': '8.73254395', 'gathered_avg_reward_std': '1.36829877', 'gathered_video_score2_mq_reward_mean': '3.03540039', 'gathered_video_score2_mq_reward_std': '0.41147706', 'gathered_video_score2_overall_reward_mean': '8.73583984', 'gathered_video_score2_overall_reward_std': '1.36657274', 'gathered_video_score2_ta_reward_mean': '2.91638184', 'gathered_video_score2_ta_reward_std': '0.62544036', 'gathered_video_score2_vq_reward_mean': '2.78076172', 'gathered_video_score2_vq_reward_std': '0.57920754', 'gathered_ori_avg_reward_mean': '8.73254395', 'gathered_ori_avg_reward_std': '1.36829877'}
+2026-06-26 19:45:02.985 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 19:45:03.068 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:45:03.085 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-26 19:46:09.592 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000111/group_0/index_1325_seed_9876_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:46:24.706 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:46:24.709 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-26 19:47:32.856 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000111/group_0/index_1325_seed_9877_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 19:47:51.716 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 19:47:51.825 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 19:47:52.646 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-26 19:49:44.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.19s (1.87min)
+2026-06-26 19:49:45.698 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 19:51:44.428 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 111: training:  50%|█████     | 1/2 [03:28<03:28, 208.53s/it]             2026-06-26 19:58:45.101 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 112, train_steps: 4480
+Global Step 111: training: 100%|██████████| 2/2 [07:00<00:00, 210.33s/it]0, 10.50s/it]
+2026-06-26 19:58:45.670 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 212	train_steps 4480	{'step': '212/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00554872', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.66912842', 'grpo_loop_time': '420.66912842', 'ref_model_time': '112.18770599', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85989439', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.41162109', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.401e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-08', 'kl_loss': '0.00706191', 'kl_moving': '0.00706191', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.41333008', 'gathered_avg_reward_std': '0.81545097', 'gathered_video_score2_mq_reward_mean': '3.18627930', 'gathered_video_score2_mq_reward_std': '0.28475872', 'gathered_video_score2_overall_reward_mean': '9.41162109', 'gathered_video_score2_overall_reward_std': '0.81457359', 'gathered_video_score2_ta_reward_mean': '3.29174805', 'gathered_video_score2_ta_reward_std': '0.56805259', 'gathered_video_score2_vq_reward_mean': '2.93530273', 'gathered_video_score2_vq_reward_std': '0.40737399', 'gathered_ori_avg_reward_mean': '9.41333008', 'gathered_ori_avg_reward_std': '0.81545097'}
+2026-06-26 19:58:45.801 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 19:58:45.884 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 19:58:45.907 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 19:59:51.961 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000112/group_0/index_3774_seed_17673_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:00:05.952 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:00:05.956 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-26 20:01:17.471 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000112/group_0/index_3774_seed_17674_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:01:37.023 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 20:01:37.189 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 20:01:38.026 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.91s/it]
+2026-06-26 20:03:30.760 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.65s (1.88min)
+2026-06-26 20:03:31.571 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 20:05:28.832 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 112: training:  50%|█████     | 1/2 [03:26<03:26, 206.74s/it]             2026-06-26 20:12:27.533 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 113, train_steps: 4520
+Global Step 112: training: 100%|██████████| 2/2 [06:58<00:00, 209.34s/it]0, 10.48s/it]
+2026-06-26 20:12:28.174 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 213	train_steps 4520	{'step': '213/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00555147', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.72415161', 'grpo_loop_time': '418.68576050', 'ref_model_time': '112.65434265', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85969591', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.92822266', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.497e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00773026', 'kl_moving': '0.00773026', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '8.92358398', 'gathered_avg_reward_std': '1.21013749', 'gathered_video_score2_mq_reward_mean': '3.01525879', 'gathered_video_score2_mq_reward_std': '0.36201483', 'gathered_video_score2_overall_reward_mean': '8.92822266', 'gathered_video_score2_overall_reward_std': '1.21162629', 'gathered_video_score2_ta_reward_mean': '3.15356445', 'gathered_video_score2_ta_reward_std': '0.64061642', 'gathered_video_score2_vq_reward_mean': '2.75476074', 'gathered_video_score2_vq_reward_std': '0.59501857', 'gathered_ori_avg_reward_mean': '8.92358398', 'gathered_ori_avg_reward_std': '1.21013749'}
+2026-06-26 20:12:28.227 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 20:12:28.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:12:28.382 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 20:13:34.321 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000113/group_0/index_8651_seed_3481_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:13:50.409 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:13:50.413 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.10s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.10s/it]
+2026-06-26 20:14:59.301 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000113/group_0/index_8651_seed_3482_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:15:21.128 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 20:15:21.280 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 20:15:22.028 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.36s/it]
+2026-06-26 20:17:14.426 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.16s (1.87min)
+2026-06-26 20:17:15.167 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 20:19:14.737 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 113: training:  50%|█████     | 1/2 [03:27<03:27, 207.74s/it]             2026-06-26 20:26:13.509 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 114, train_steps: 4560
+Global Step 113: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]0, 10.33s/it]
+2026-06-26 20:26:14.038 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 214	train_steps 4560	{'step': '214/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00493264', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.89401245', 'grpo_loop_time': '418.76687622', 'ref_model_time': '112.15667725', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88122046', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.96191406', 'token_credit_video_advantage_mean': '-9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00744360', 'kl_moving': '0.00744360', 'kl_stepwise': '-1.965e-08', 'gathered_avg_reward_mean': '8.96801758', 'gathered_avg_reward_std': '0.92231524', 'gathered_video_score2_mq_reward_mean': '3.15966797', 'gathered_video_score2_mq_reward_std': '0.27203140', 'gathered_video_score2_overall_reward_mean': '8.96191406', 'gathered_video_score2_overall_reward_std': '0.91919744', 'gathered_video_score2_ta_reward_mean': '2.84436035', 'gathered_video_score2_ta_reward_std': '0.57824260', 'gathered_video_score2_vq_reward_mean': '2.96398926', 'gathered_video_score2_vq_reward_std': '0.44325313', 'gathered_ori_avg_reward_mean': '8.96801758', 'gathered_ori_avg_reward_std': '0.92231530'}
+2026-06-26 20:26:14.217 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 20:26:14.300 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:26:14.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 20:27:20.152 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000114/group_0/index_3140_seed_9372_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:27:33.715 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:27:33.719 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.39s/it][01:07<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.39s/it]
+2026-06-26 20:28:48.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000114/group_0/index_3140_seed_9373_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:29:11.826 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 20:29:11.977 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 20:29:12.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.58s/it]
+2026-06-26 20:31:06.968 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.06s (1.90min)
+2026-06-26 20:31:07.704 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 20:33:06.914 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 114: training:  50%|█████     | 1/2 [03:28<03:28, 208.22s/it]             2026-06-26 20:40:06.137 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 115, train_steps: 4600
+Global Step 114: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]0, 10.33s/it]
+2026-06-26 20:40:06.790 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 215	train_steps 4600	{'step': '215/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00557954', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '293.44326782', 'grpo_loop_time': '419.22369385', 'ref_model_time': '114.06433868', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88318652', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.78369141', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.451e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00799756', 'kl_moving': '0.00799756', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '8.78344727', 'gathered_avg_reward_std': '1.32942653', 'gathered_video_score2_mq_reward_mean': '3.08728027', 'gathered_video_score2_mq_reward_std': '0.44576320', 'gathered_video_score2_overall_reward_mean': '8.78369141', 'gathered_video_score2_overall_reward_std': '1.33145607', 'gathered_video_score2_ta_reward_mean': '2.81750488', 'gathered_video_score2_ta_reward_std': '0.74413085', 'gathered_video_score2_vq_reward_mean': '2.87866211', 'gathered_video_score2_vq_reward_std': '0.57563531', 'gathered_ori_avg_reward_mean': '8.78344727', 'gathered_ori_avg_reward_std': '1.32942653'}
+2026-06-26 20:40:06.843 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 20:40:06.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:40:06.986 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 20:41:12.861 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000115/group_0/index_9465_seed_28033_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:41:30.658 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:41:30.662 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-26 20:42:39.201 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000115/group_0/index_9465_seed_28034_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:43:00.483 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 20:43:00.611 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 20:43:01.465 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-26 20:44:55.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.71s (1.90min)
+2026-06-26 20:44:56.112 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 20:46:53.370 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 115: training:  50%|█████     | 1/2 [03:27<03:27, 207.34s/it]             2026-06-26 20:53:52.027 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 116, train_steps: 4640
+Global Step 115: training: 100%|██████████| 2/2 [06:58<00:00, 209.32s/it]0, 10.33s/it]
+2026-06-26 20:53:52.670 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 216	train_steps 4640	{'step': '216/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00640949', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.22436523', 'grpo_loop_time': '418.64801025', 'ref_model_time': '113.70820618', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84389442', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.85107422', 'token_credit_video_advantage_mean': '-9.779e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.00879006', 'kl_moving': '0.00879007', 'kl_stepwise': '-2.013e-08', 'gathered_avg_reward_mean': '8.85070801', 'gathered_avg_reward_std': '0.90308022', 'gathered_video_score2_mq_reward_mean': '3.13989258', 'gathered_video_score2_mq_reward_std': '0.25930896', 'gathered_video_score2_overall_reward_mean': '8.85107422', 'gathered_video_score2_overall_reward_std': '0.90280432', 'gathered_video_score2_ta_reward_mean': '2.83740234', 'gathered_video_score2_ta_reward_std': '0.62657100', 'gathered_video_score2_vq_reward_mean': '2.87341309', 'gathered_video_score2_vq_reward_std': '0.50749534', 'gathered_ori_avg_reward_mean': '8.85070801', 'gathered_ori_avg_reward_std': '0.90308022'}
+2026-06-26 20:53:52.720 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 20:53:52.809 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:53:52.838 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 20:54:58.930 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000116/group_0/index_6284_seed_23811_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:55:14.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 20:55:14.810 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-26 20:56:25.515 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000116/group_0/index_6284_seed_23812_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 20:56:53.176 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 20:56:53.277 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 20:56:54.111 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.82s/it]
+2026-06-26 20:58:47.166 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.90s (1.88min)
+2026-06-26 20:58:47.907 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 21:00:45.340 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 116: training:  50%|█████     | 1/2 [03:27<03:27, 207.51s/it]             2026-06-26 21:07:43.820 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 117, train_steps: 4680
+Global Step 116: training: 100%|██████████| 2/2 [06:58<00:00, 209.23s/it]0, 10.34s/it]
+2026-06-26 21:07:44.465 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 217	train_steps 4680	{'step': '217/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00721866', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '295.14035034', 'grpo_loop_time': '418.46960449', 'ref_model_time': '112.90253448', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84625989', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.41162109', 'token_credit_video_advantage_mean': '-1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00863620', 'kl_moving': '0.00863620', 'kl_stepwise': '-1.894e-08', 'gathered_avg_reward_mean': '8.40808105', 'gathered_avg_reward_std': '1.33562040', 'gathered_video_score2_mq_reward_mean': '2.94628906', 'gathered_video_score2_mq_reward_std': '0.38317728', 'gathered_video_score2_overall_reward_mean': '8.41162109', 'gathered_video_score2_overall_reward_std': '1.33683443', 'gathered_video_score2_ta_reward_mean': '2.76879883', 'gathered_video_score2_ta_reward_std': '0.69472349', 'gathered_video_score2_vq_reward_mean': '2.69299316', 'gathered_video_score2_vq_reward_std': '0.56842095', 'gathered_ori_avg_reward_mean': '8.40808105', 'gathered_ori_avg_reward_std': '1.33562028'}
+2026-06-26 21:07:44.518 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 21:07:44.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:07:44.626 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 21:08:50.466 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000117/group_0/index_9434_seed_29584_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:09:06.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:09:06.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-26 21:10:18.702 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000117/group_0/index_9434_seed_29585_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:10:41.549 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 21:10:41.713 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 21:10:42.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-26 21:12:34.885 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.15s (1.87min)
+2026-06-26 21:12:35.624 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 21:14:32.818 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 117: training:  50%|█████     | 1/2 [03:26<03:26, 206.46s/it]             2026-06-26 21:21:30.485 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 118, train_steps: 4720
+Global Step 117: training: 100%|██████████| 2/2 [06:57<00:00, 208.83s/it]0, 10.35s/it]
+2026-06-26 21:21:31.119 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 218	train_steps 4720	{'step': '218/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00499642', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.05953979', 'grpo_loop_time': '417.65637207', 'ref_model_time': '112.15206146', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85260755', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.04296875', 'token_credit_video_advantage_mean': '-1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.373e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00871049', 'kl_moving': '0.00871049', 'kl_stepwise': '-1.881e-08', 'gathered_avg_reward_mean': '9.04528809', 'gathered_avg_reward_std': '1.23778224', 'gathered_video_score2_mq_reward_mean': '3.15307617', 'gathered_video_score2_mq_reward_std': '0.39332253', 'gathered_video_score2_overall_reward_mean': '9.04296875', 'gathered_video_score2_overall_reward_std': '1.24107528', 'gathered_video_score2_ta_reward_mean': '3.11535645', 'gathered_video_score2_ta_reward_std': '0.57517087', 'gathered_video_score2_vq_reward_mean': '2.77685547', 'gathered_video_score2_vq_reward_std': '0.52636784', 'gathered_ori_avg_reward_mean': '9.04528809', 'gathered_ori_avg_reward_std': '1.23778224'}
+2026-06-26 21:21:31.171 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 21:21:31.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:21:31.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 21:22:37.319 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000118/group_0/index_5926_seed_8388_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:22:53.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:22:53.476 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-26 21:24:02.861 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000118/group_0/index_5926_seed_8389_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:24:25.878 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 21:24:26.043 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 21:24:26.862 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it]
+2026-06-26 21:26:18.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.03s (1.87min)
+2026-06-26 21:26:19.689 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 21:28:18.736 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 118: training:  50%|█████     | 1/2 [03:26<03:26, 206.51s/it]             2026-06-26 21:35:15.957 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 119, train_steps: 4760
+Global Step 118: training: 100%|██████████| 2/2 [06:57<00:00, 208.61s/it]0, 10.32s/it]
+2026-06-26 21:35:16.622 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 219	train_steps 4760	{'step': '219/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00595687', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.47308350', 'grpo_loop_time': '417.21923828', 'ref_model_time': '112.02503204', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87558502', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03076172', 'token_credit_video_advantage_mean': '1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.359e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00924051', 'kl_moving': '0.00924051', 'kl_stepwise': '-1.815e-08', 'gathered_avg_reward_mean': '9.03088379', 'gathered_avg_reward_std': '1.39671278', 'gathered_video_score2_mq_reward_mean': '3.14270020', 'gathered_video_score2_mq_reward_std': '0.43639615', 'gathered_video_score2_overall_reward_mean': '9.03076172', 'gathered_video_score2_overall_reward_std': '1.39845383', 'gathered_video_score2_ta_reward_mean': '3.10498047', 'gathered_video_score2_ta_reward_std': '0.63825345', 'gathered_video_score2_vq_reward_mean': '2.78320312', 'gathered_video_score2_vq_reward_std': '0.58257824', 'gathered_ori_avg_reward_mean': '9.03088379', 'gathered_ori_avg_reward_std': '1.39671278'}
+2026-06-26 21:35:16.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 21:35:16.762 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:35:16.800 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 21:36:22.753 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000119/group_0/index_4438_seed_5525_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:36:37.329 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:36:37.333 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-26 21:37:49.810 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000119/group_0/index_4438_seed_5526_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:38:10.121 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 21:38:10.369 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 21:38:11.111 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.33s/it]
+2026-06-26 21:40:04.750 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.48s (1.89min)
+2026-06-26 21:40:05.505 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 21:42:05.095 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 119: training:  50%|█████     | 1/2 [03:29<03:29, 209.11s/it]             2026-06-26 21:49:05.455 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 120, train_steps: 4800
+Global Step 119: training: 100%|██████████| 2/2 [07:00<00:00, 210.17s/it]0, 10.34s/it]
+2026-06-26 21:49:06.104 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 220	train_steps 4800	{'step': '220/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00639421', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.78479004', 'grpo_loop_time': '420.34304810', 'ref_model_time': '113.48253632', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86255485', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.42333984', 'token_credit_video_advantage_mean': '5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00883790', 'kl_moving': '0.00883790', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '9.42175293', 'gathered_avg_reward_std': '1.37662113', 'gathered_video_score2_mq_reward_mean': '3.28247070', 'gathered_video_score2_mq_reward_std': '0.45299286', 'gathered_video_score2_overall_reward_mean': '9.42333984', 'gathered_video_score2_overall_reward_std': '1.37863433', 'gathered_video_score2_ta_reward_mean': '3.02819824', 'gathered_video_score2_ta_reward_std': '0.63832480', 'gathered_video_score2_vq_reward_mean': '3.11108398', 'gathered_video_score2_vq_reward_std': '0.52746034', 'gathered_ori_avg_reward_mean': '9.42175293', 'gathered_ori_avg_reward_std': '1.37662101'}
+2026-06-26 21:49:41.510 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=120 (missing=0, unexpected=0)
+2026-06-26 21:49:43.763 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 21:49:43.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:49:43.936 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-06-26 21:50:51.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000120/group_0/index_2546_seed_31193_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:51:05.212 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 21:51:05.213 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-26 21:52:15.889 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000120/group_0/index_2546_seed_31194_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 21:52:37.689 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 21:52:37.861 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 21:52:39.002 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-26 21:54:30.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.88s (1.86min)
+2026-06-26 21:54:31.612 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 21:56:28.492 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 120: training:  50%|█████     | 1/2 [03:26<03:26, 206.58s/it]             2026-06-26 22:03:25.917 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 121, train_steps: 4840
+Global Step 120: training: 100%|██████████| 2/2 [06:57<00:00, 208.70s/it]0, 10.32s/it]
+2026-06-26 22:03:26.559 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 221	train_steps 4840	{'step': '221/10000', 'learning_rate': '0.00001000', 'loss': '2.049e-08', 'grad_norm': '0.00418868', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.80499268', 'grpo_loop_time': '417.40380859', 'ref_model_time': '111.88430786', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88637006', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23046875', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.049e-08', 'kl_loss': '0.00730780', 'kl_moving': '0.00730780', 'kl_stepwise': '-2.008e-08', 'gathered_avg_reward_mean': '9.23071289', 'gathered_avg_reward_std': '1.20685351', 'gathered_video_score2_mq_reward_mean': '3.20361328', 'gathered_video_score2_mq_reward_std': '0.35291588', 'gathered_video_score2_overall_reward_mean': '9.23046875', 'gathered_video_score2_overall_reward_std': '1.20711970', 'gathered_video_score2_ta_reward_mean': '3.02160645', 'gathered_video_score2_ta_reward_std': '0.69381142', 'gathered_video_score2_vq_reward_mean': '3.00549316', 'gathered_video_score2_vq_reward_std': '0.58463508', 'gathered_ori_avg_reward_mean': '9.23071289', 'gathered_ori_avg_reward_std': '1.20685351'}
+2026-06-26 22:03:26.764 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 22:03:26.856 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:03:26.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 22:04:32.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000121/group_0/index_8306_seed_11615_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:04:48.722 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:04:48.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-26 22:05:56.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000121/group_0/index_8306_seed_11616_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:06:16.941 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 22:06:17.099 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 22:06:18.086 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.41s/it]
+2026-06-26 22:08:11.235 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.09s (1.88min)
+2026-06-26 22:08:11.973 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 22:10:09.055 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 121: training:  50%|█████     | 1/2 [03:26<03:26, 206.18s/it]             2026-06-26 22:17:06.355 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 122, train_steps: 4880
+Global Step 121: training: 100%|██████████| 2/2 [06:57<00:00, 208.64s/it]0, 10.33s/it]
+2026-06-26 22:17:06.945 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 222	train_steps 4880	{'step': '222/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00569035', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.16467285', 'grpo_loop_time': '417.28683472', 'ref_model_time': '113.08641815', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86607194', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.49804688', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.404e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00751963', 'kl_moving': '0.00751963', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '9.50170898', 'gathered_avg_reward_std': '0.95900869', 'gathered_video_score2_mq_reward_mean': '3.26123047', 'gathered_video_score2_mq_reward_std': '0.34162909', 'gathered_video_score2_overall_reward_mean': '9.49804688', 'gathered_video_score2_overall_reward_std': '0.95478654', 'gathered_video_score2_ta_reward_mean': '3.23767090', 'gathered_video_score2_ta_reward_std': '0.61944216', 'gathered_video_score2_vq_reward_mean': '3.00280762', 'gathered_video_score2_vq_reward_std': '0.39693719', 'gathered_ori_avg_reward_mean': '9.50170898', 'gathered_ori_avg_reward_std': '0.95900869'}
+2026-06-26 22:17:07.044 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 22:17:07.135 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:17:07.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 22:18:13.426 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000122/group_0/index_6626_seed_32833_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:18:31.891 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:18:31.895 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-26 22:19:37.423 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000122/group_0/index_6626_seed_32834_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:19:58.737 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 22:19:58.880 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 22:19:59.833 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.87s/it]
+2026-06-26 22:21:52.830 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.00s (1.88min)
+2026-06-26 22:21:53.537 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 22:23:50.580 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 122: training:  50%|█████     | 1/2 [03:26<03:26, 206.95s/it]             2026-06-26 22:30:48.498 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 123, train_steps: 4920
+Global Step 122: training: 100%|██████████| 2/2 [06:57<00:00, 208.95s/it]0, 10.33s/it]
+2026-06-26 22:30:49.116 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 223	train_steps 4920	{'step': '223/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00565304', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.44760132', 'grpo_loop_time': '417.90625000', 'ref_model_time': '112.99523163', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86134505', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.84521484', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.507e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00829065', 'kl_moving': '0.00829065', 'kl_stepwise': '-1.977e-08', 'gathered_avg_reward_mean': '8.84484863', 'gathered_avg_reward_std': '1.05140543', 'gathered_video_score2_mq_reward_mean': '3.13623047', 'gathered_video_score2_mq_reward_std': '0.30603006', 'gathered_video_score2_overall_reward_mean': '8.84521484', 'gathered_video_score2_overall_reward_std': '1.04842508', 'gathered_video_score2_ta_reward_mean': '2.77502441', 'gathered_video_score2_ta_reward_std': '0.67721522', 'gathered_video_score2_vq_reward_mean': '2.93359375', 'gathered_video_score2_vq_reward_std': '0.47350091', 'gathered_ori_avg_reward_mean': '8.84484863', 'gathered_ori_avg_reward_std': '1.05140543'}
+2026-06-26 22:30:49.190 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 22:30:49.277 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:30:49.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 22:31:55.420 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000123/group_0/index_8544_seed_7706_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:32:14.782 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:32:14.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-26 22:33:20.932 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000123/group_0/index_8544_seed_7707_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:33:42.673 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 22:33:42.844 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 22:33:43.668 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it]
+2026-06-26 22:35:36.124 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.37s (1.87min)
+2026-06-26 22:35:36.861 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 22:37:34.474 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 123: training:  50%|█████     | 1/2 [03:26<03:26, 206.02s/it]             2026-06-26 22:44:31.586 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 124, train_steps: 4960
+Global Step 123: training: 100%|██████████| 2/2 [06:57<00:00, 208.55s/it]0, 10.35s/it]
+2026-06-26 22:44:32.268 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 224	train_steps 4960	{'step': '224/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00405702', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.62713623', 'grpo_loop_time': '417.09527588', 'ref_model_time': '112.36936188', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85221070', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20214844', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00729039', 'kl_moving': '0.00729039', 'kl_stepwise': '-1.944e-08', 'gathered_avg_reward_mean': '9.20019531', 'gathered_avg_reward_std': '0.74414253', 'gathered_video_score2_mq_reward_mean': '3.11230469', 'gathered_video_score2_mq_reward_std': '0.22968742', 'gathered_video_score2_overall_reward_mean': '9.20214844', 'gathered_video_score2_overall_reward_std': '0.74581695', 'gathered_video_score2_ta_reward_mean': '3.14282227', 'gathered_video_score2_ta_reward_std': '0.49523845', 'gathered_video_score2_vq_reward_mean': '2.94506836', 'gathered_video_score2_vq_reward_std': '0.37570116', 'gathered_ori_avg_reward_mean': '9.20019531', 'gathered_ori_avg_reward_std': '0.74414253'}
+2026-06-26 22:44:32.326 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 22:44:32.420 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:44:32.482 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 22:45:38.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000124/group_0/index_3437_seed_7978_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:45:57.767 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:45:57.772 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-26 22:47:04.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000124/group_0/index_3437_seed_7979_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 22:47:23.137 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 22:47:23.303 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 22:47:24.463 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.33s/it]
+2026-06-26 22:49:16.502 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.79s (1.86min)
+2026-06-26 22:49:17.481 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 22:51:15.768 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 124: training:  50%|█████     | 1/2 [03:27<03:27, 207.28s/it]             2026-06-26 22:58:14.066 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 125, train_steps: 5000
+Global Step 124: training: 100%|██████████| 2/2 [06:58<00:00, 209.15s/it]0, 10.34s/it]
+2026-06-26 22:58:14.650 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 225	train_steps 5000	{'step': '225/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00655022', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.10952759', 'grpo_loop_time': '418.29705811', 'ref_model_time': '111.94641113', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85873985', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.15185547', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00849179', 'kl_moving': '0.00849179', 'kl_stepwise': '-1.960e-08', 'gathered_avg_reward_mean': '9.15649414', 'gathered_avg_reward_std': '1.13816166', 'gathered_video_score2_mq_reward_mean': '3.08471680', 'gathered_video_score2_mq_reward_std': '0.30700496', 'gathered_video_score2_overall_reward_mean': '9.15185547', 'gathered_video_score2_overall_reward_std': '1.13550150', 'gathered_video_score2_ta_reward_mean': '3.23120117', 'gathered_video_score2_ta_reward_std': '0.50170743', 'gathered_video_score2_vq_reward_mean': '2.84057617', 'gathered_video_score2_vq_reward_std': '0.60688108', 'gathered_ori_avg_reward_mean': '9.15649414', 'gathered_ori_avg_reward_std': '1.13816166'}
+2026-06-26 22:59:15.716 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 225 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-225
+2026-06-26 22:59:15.844 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 225: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-225
+2026-06-26 22:59:15.977 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 22:59:16.066 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 22:59:16.134 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 23:00:22.125 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000125/group_0/index_5886_seed_33483_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:00:37.357 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:00:37.361 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-26 23:01:48.352 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000125/group_0/index_5886_seed_33484_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:02:08.221 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 23:02:08.550 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 23:02:09.511 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-26 23:04:01.928 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.42s (1.87min)
+2026-06-26 23:04:02.642 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 23:06:00.930 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 125: training:  50%|█████     | 1/2 [03:29<03:29, 209.74s/it]             2026-06-26 23:13:01.733 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 126, train_steps: 5040
+Global Step 125: training: 100%|██████████| 2/2 [07:00<00:00, 210.39s/it]0, 10.34s/it]
+2026-06-26 23:13:02.412 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 226	train_steps 5040	{'step': '226/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-09', 'grad_norm': '0.00778707', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.62097168', 'grpo_loop_time': '420.79306030', 'ref_model_time': '112.41521454', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87011999', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20800781', 'token_credit_video_advantage_mean': '-2.095e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.404e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00826454', 'kl_moving': '0.00826454', 'kl_stepwise': '-1.997e-08', 'gathered_avg_reward_mean': '9.20983887', 'gathered_avg_reward_std': '1.13361275', 'gathered_video_score2_mq_reward_mean': '3.22094727', 'gathered_video_score2_mq_reward_std': '0.33758980', 'gathered_video_score2_overall_reward_mean': '9.20800781', 'gathered_video_score2_overall_reward_std': '1.13238430', 'gathered_video_score2_ta_reward_mean': '3.08081055', 'gathered_video_score2_ta_reward_std': '0.63635051', 'gathered_video_score2_vq_reward_mean': '2.90808105', 'gathered_video_score2_vq_reward_std': '0.50130433', 'gathered_ori_avg_reward_mean': '9.20983887', 'gathered_ori_avg_reward_std': '1.13361275'}
+2026-06-26 23:13:02.464 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 23:13:02.559 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:13:02.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 23:14:08.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000126/group_0/index_2872_seed_21573_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:14:23.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:14:23.920 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-26 23:15:32.292 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000126/group_0/index_2872_seed_21574_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:15:52.138 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 23:15:52.306 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 23:15:53.120 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it]
+2026-06-26 23:17:45.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.46s (1.87min)
+2026-06-26 23:17:46.393 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 23:19:44.884 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 126: training:  50%|█████     | 1/2 [03:27<03:27, 207.63s/it]             2026-06-26 23:26:43.667 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 127, train_steps: 5080
+Global Step 126: training: 100%|██████████| 2/2 [06:58<00:00, 209.39s/it]0, 10.34s/it]
+2026-06-26 23:26:44.251 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 227	train_steps 5080	{'step': '227/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00442391', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.88449097', 'grpo_loop_time': '418.77929688', 'ref_model_time': '112.46071625', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86832052', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.41210938', 'token_credit_video_advantage_mean': '-4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.440e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.00746949', 'kl_moving': '0.00746950', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '9.41247559', 'gathered_avg_reward_std': '1.20043659', 'gathered_video_score2_mq_reward_mean': '3.16992188', 'gathered_video_score2_mq_reward_std': '0.41735223', 'gathered_video_score2_overall_reward_mean': '9.41210938', 'gathered_video_score2_overall_reward_std': '1.19872713', 'gathered_video_score2_ta_reward_mean': '3.17846680', 'gathered_video_score2_ta_reward_std': '0.62242395', 'gathered_video_score2_vq_reward_mean': '3.06408691', 'gathered_video_score2_vq_reward_std': '0.44728521', 'gathered_ori_avg_reward_mean': '9.41247559', 'gathered_ori_avg_reward_std': '1.20043659'}
+2026-06-26 23:26:44.370 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 23:26:44.453 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:26:44.469 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-26 23:27:50.697 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000127/group_0/index_9926_seed_3387_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:28:10.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:28:10.435 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-26 23:29:16.320 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000127/group_0/index_9926_seed_3388_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:29:38.664 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 23:29:38.827 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 23:29:39.746 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-26 23:31:31.585 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.83s (1.86min)
+2026-06-26 23:31:32.314 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 23:33:29.533 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 127: training:  50%|█████     | 1/2 [03:26<03:26, 206.18s/it]             2026-06-26 23:40:26.881 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 128, train_steps: 5120
+Global Step 127: training: 100%|██████████| 2/2 [06:57<00:00, 208.66s/it]0, 10.32s/it]
+2026-06-26 23:40:27.499 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 228	train_steps 5120	{'step': '228/10000', 'learning_rate': '0.00001000', 'loss': '-9.872e-09', 'grad_norm': '0.00532305', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.89916992', 'grpo_loop_time': '417.32931519', 'ref_model_time': '111.83306122', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86985791', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.93896484', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.410e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.015e-08', 'kl_loss': '0.00860347', 'kl_moving': '0.00860347', 'kl_stepwise': '-1.942e-08', 'gathered_avg_reward_mean': '8.93884277', 'gathered_avg_reward_std': '0.97077924', 'gathered_video_score2_mq_reward_mean': '3.07958984', 'gathered_video_score2_mq_reward_std': '0.34422374', 'gathered_video_score2_overall_reward_mean': '8.93896484', 'gathered_video_score2_overall_reward_std': '0.97594404', 'gathered_video_score2_ta_reward_mean': '2.97961426', 'gathered_video_score2_ta_reward_std': '0.60541302', 'gathered_video_score2_vq_reward_mean': '2.87963867', 'gathered_video_score2_vq_reward_std': '0.44087601', 'gathered_ori_avg_reward_mean': '8.93884277', 'gathered_ori_avg_reward_std': '0.97077930'}
+2026-06-26 23:40:27.576 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 23:40:27.664 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:40:27.679 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-26 23:41:33.631 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000128/group_0/index_4166_seed_4476_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:41:50.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:41:50.472 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-26 23:43:01.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000128/group_0/index_4166_seed_4477_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:43:25.296 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 23:43:25.429 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 23:43:26.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-26 23:45:18.937 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.57s (1.88min)
+2026-06-26 23:45:19.672 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-26 23:47:18.519 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 128: training:  50%|█████     | 1/2 [03:25<03:25, 205.80s/it]             2026-06-26 23:54:15.222 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 129, train_steps: 5160
+Global Step 128: training: 100%|██████████| 2/2 [06:56<00:00, 208.35s/it]0, 10.33s/it]
+2026-06-26 23:54:15.881 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 229	train_steps 5160	{'step': '229/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00710398', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.04846191', 'grpo_loop_time': '416.70562744', 'ref_model_time': '112.56537628', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84750265', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.97412109', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.375e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-08', 'kl_loss': '0.00956709', 'kl_moving': '0.00956709', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '8.97436523', 'gathered_avg_reward_std': '1.16495883', 'gathered_video_score2_mq_reward_mean': '3.10070801', 'gathered_video_score2_mq_reward_std': '0.33031818', 'gathered_video_score2_overall_reward_mean': '8.97412109', 'gathered_video_score2_overall_reward_std': '1.16455472', 'gathered_video_score2_ta_reward_mean': '2.98571777', 'gathered_video_score2_ta_reward_std': '0.58196992', 'gathered_video_score2_vq_reward_mean': '2.88793945', 'gathered_video_score2_vq_reward_std': '0.55933458', 'gathered_ori_avg_reward_mean': '8.97436523', 'gathered_ori_avg_reward_std': '1.16495883'}
+2026-06-26 23:54:15.933 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-26 23:54:16.045 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:54:16.097 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-26 23:55:21.819 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000129/group_0/index_9202_seed_27401_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:55:37.023 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-26 23:55:37.024 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-26 23:56:47.164 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000129/group_0/index_9202_seed_27402_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-26 23:57:08.284 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-26 23:57:08.550 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-26 23:57:09.842 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it]
+2026-06-26 23:59:02.197 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.35s (1.87min)
+2026-06-26 23:59:02.978 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 00:01:00.777 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 129: training:  50%|█████     | 1/2 [03:30<03:30, 210.00s/it]             2026-06-27 00:08:01.919 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 130, train_steps: 5200
+Global Step 129: training: 100%|██████████| 2/2 [07:01<00:00, 210.56s/it]0, 10.34s/it]
+2026-06-27 00:08:02.544 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 230	train_steps 5200	{'step': '230/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00723809', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.00085449', 'grpo_loop_time': '421.12734985', 'ref_model_time': '112.35380554', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85585129', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.88037109', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.581e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.00947866', 'kl_moving': '0.00947867', 'kl_stepwise': '-1.992e-08', 'gathered_avg_reward_mean': '8.88317871', 'gathered_avg_reward_std': '1.36617041', 'gathered_video_score2_mq_reward_mean': '3.08081055', 'gathered_video_score2_mq_reward_std': '0.45140901', 'gathered_video_score2_overall_reward_mean': '8.88037109', 'gathered_video_score2_overall_reward_std': '1.36774051', 'gathered_video_score2_ta_reward_mean': '2.94470215', 'gathered_video_score2_ta_reward_std': '0.77006310', 'gathered_video_score2_vq_reward_mean': '2.85766602', 'gathered_video_score2_vq_reward_std': '0.56070930', 'gathered_ori_avg_reward_mean': '8.88317871', 'gathered_ori_avg_reward_std': '1.36617041'}
+2026-06-27 00:08:38.148 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=130 (missing=0, unexpected=0)
+2026-06-27 00:08:40.268 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 00:08:40.455 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:08:40.546 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.00s/it][01:00<00:00,  2.93s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.00s/it]
+2026-06-27 00:09:48.599 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000130/group_0/index_8496_seed_150_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:10:03.147 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:10:03.151 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-27 00:11:12.208 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000130/group_0/index_8496_seed_151_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:11:31.799 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 00:11:31.954 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 00:11:32.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.35s/it]
+2026-06-27 00:13:24.217 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-27 00:13:24.955 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 00:15:21.763 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 130: training:  50%|█████     | 1/2 [03:26<03:26, 206.63s/it]             2026-06-27 00:22:19.489 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 131, train_steps: 5240
+Global Step 130: training: 100%|██████████| 2/2 [06:57<00:00, 208.85s/it]0, 10.35s/it]
+2026-06-27 00:22:20.108 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 231	train_steps 5240	{'step': '231/10000', 'learning_rate': '0.00001000', 'loss': '6.519e-09', 'grad_norm': '0.00469851', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.64404297', 'grpo_loop_time': '417.71401978', 'ref_model_time': '111.31204987', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86331773', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.50048828', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00744123', 'kl_moving': '0.00744123', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '9.50280762', 'gathered_avg_reward_std': '1.54952526', 'gathered_video_score2_mq_reward_mean': '3.20593262', 'gathered_video_score2_mq_reward_std': '0.50260317', 'gathered_video_score2_overall_reward_mean': '9.50048828', 'gathered_video_score2_overall_reward_std': '1.55068278', 'gathered_video_score2_ta_reward_mean': '3.25793457', 'gathered_video_score2_ta_reward_std': '0.61281067', 'gathered_video_score2_vq_reward_mean': '3.03894043', 'gathered_video_score2_vq_reward_std': '0.64364803', 'gathered_ori_avg_reward_mean': '9.50280762', 'gathered_ori_avg_reward_std': '1.54952526'}
+2026-06-27 00:22:20.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 00:22:20.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:22:20.395 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 00:23:26.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000131/group_0/index_5465_seed_19254_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:23:44.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:23:44.290 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-27 00:24:54.109 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000131/group_0/index_5465_seed_19255_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:25:14.490 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 00:25:14.664 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 00:25:15.590 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.96s/it]
+2026-06-27 00:27:08.776 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.18s (1.89min)
+2026-06-27 00:27:09.507 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 00:29:06.965 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 131: training:  50%|█████     | 1/2 [03:27<03:27, 207.98s/it]             2026-06-27 00:36:05.688 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 132, train_steps: 5280
+Global Step 131: training: 100%|██████████| 2/2 [06:58<00:00, 209.35s/it]0, 10.32s/it]
+2026-06-27 00:36:06.308 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 232	train_steps 5280	{'step': '232/10000', 'learning_rate': '0.00001000', 'loss': '9.779e-09', 'grad_norm': '0.00585551', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.16894531', 'grpo_loop_time': '418.70883179', 'ref_model_time': '113.18080139', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88165122', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.44726562', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.503e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.054e-09', 'kl_loss': '0.00813269', 'kl_moving': '0.00813269', 'kl_stepwise': '-2.020e-08', 'gathered_avg_reward_mean': '9.44897461', 'gathered_avg_reward_std': '0.80451792', 'gathered_video_score2_mq_reward_mean': '3.21435547', 'gathered_video_score2_mq_reward_std': '0.28741440', 'gathered_video_score2_overall_reward_mean': '9.44726562', 'gathered_video_score2_overall_reward_std': '0.80610603', 'gathered_video_score2_ta_reward_mean': '3.22998047', 'gathered_video_score2_ta_reward_std': '0.47105122', 'gathered_video_score2_vq_reward_mean': '3.00463867', 'gathered_video_score2_vq_reward_std': '0.39676502', 'gathered_ori_avg_reward_mean': '9.44897461', 'gathered_ori_avg_reward_std': '0.80451798'}
+2026-06-27 00:36:06.389 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 00:36:06.493 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:36:06.566 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 00:37:12.620 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000132/group_0/index_1410_seed_31397_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:37:26.703 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:37:26.707 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-27 00:38:38.571 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000132/group_0/index_1410_seed_31398_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:38:58.147 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 00:38:58.287 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 00:38:59.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.91s/it]
+2026-06-27 00:40:52.264 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.02s (1.88min)
+2026-06-27 00:40:53.007 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 00:42:50.385 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 132: training:  50%|█████     | 1/2 [03:26<03:26, 206.79s/it]             2026-06-27 00:49:48.557 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 133, train_steps: 5320
+Global Step 132: training: 100%|██████████| 2/2 [06:58<00:00, 209.09s/it]0, 10.37s/it]
+2026-06-27 00:49:49.200 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 233	train_steps 5320	{'step': '233/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-09', 'grad_norm': '0.00655230', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.57241821', 'grpo_loop_time': '418.17425537', 'ref_model_time': '113.02309418', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87293500', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.79931641', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.416e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.848e-09', 'kl_loss': '0.00850717', 'kl_moving': '0.00850718', 'kl_stepwise': '-1.981e-08', 'gathered_avg_reward_mean': '8.79724121', 'gathered_avg_reward_std': '0.96571261', 'gathered_video_score2_mq_reward_mean': '3.07666016', 'gathered_video_score2_mq_reward_std': '0.29169932', 'gathered_video_score2_overall_reward_mean': '8.79931641', 'gathered_video_score2_overall_reward_std': '0.96060085', 'gathered_video_score2_ta_reward_mean': '2.89367676', 'gathered_video_score2_ta_reward_std': '0.50000691', 'gathered_video_score2_vq_reward_mean': '2.82690430', 'gathered_video_score2_vq_reward_std': '0.47499546', 'gathered_ori_avg_reward_mean': '8.79724121', 'gathered_ori_avg_reward_std': '0.96571261'}
+2026-06-27 00:49:49.279 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 00:49:49.366 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:49:49.405 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 00:50:55.395 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000133/group_0/index_6838_seed_31328_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:51:11.060 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 00:51:11.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.10s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.10s/it]
+2026-06-27 00:52:20.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000133/group_0/index_6838_seed_31329_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 00:52:43.944 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 00:52:44.107 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 00:52:44.943 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-27 00:54:36.504 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.48s (1.86min)
+2026-06-27 00:54:37.232 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 00:56:35.584 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 133: training:  50%|█████     | 1/2 [03:27<03:27, 207.35s/it]             2026-06-27 01:03:34.402 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 134, train_steps: 5360
+Global Step 133: training: 100%|██████████| 2/2 [06:58<00:00, 209.40s/it]0, 10.34s/it]
+2026-06-27 01:03:35.062 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 234	train_steps 5360	{'step': '234/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.01252258', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.90710449', 'grpo_loop_time': '418.80496216', 'ref_model_time': '111.47528839', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88482910', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.75097656', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.00797129', 'kl_moving': '0.00797129', 'kl_stepwise': '-1.901e-08', 'gathered_avg_reward_mean': '9.75195312', 'gathered_avg_reward_std': '0.88011420', 'gathered_video_score2_mq_reward_mean': '3.33032227', 'gathered_video_score2_mq_reward_std': '0.32342792', 'gathered_video_score2_overall_reward_mean': '9.75097656', 'gathered_video_score2_overall_reward_std': '0.88474566', 'gathered_video_score2_ta_reward_mean': '3.32861328', 'gathered_video_score2_ta_reward_std': '0.43352309', 'gathered_video_score2_vq_reward_mean': '3.09301758', 'gathered_video_score2_vq_reward_std': '0.48553470', 'gathered_ori_avg_reward_mean': '9.75195312', 'gathered_ori_avg_reward_std': '0.88011420'}
+2026-06-27 01:03:35.111 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 01:03:35.203 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:03:35.219 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 01:04:41.155 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000134/group_0/index_8760_seed_24004_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:04:57.625 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:04:57.626 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-27 01:06:06.236 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000134/group_0/index_8760_seed_24005_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:06:27.584 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 01:06:27.748 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 01:06:28.677 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.12s/it]
+2026-06-27 01:08:20.505 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.82s (1.86min)
+2026-06-27 01:08:21.243 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 01:10:20.035 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 134: training:  50%|█████     | 1/2 [03:27<03:27, 207.71s/it]             2026-06-27 01:17:19.113 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 135, train_steps: 5400
+Global Step 134: training: 100%|██████████| 2/2 [06:59<00:00, 209.53s/it]0, 10.34s/it]
+2026-06-27 01:17:19.698 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 235	train_steps 5400	{'step': '235/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00461598', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.07864380', 'grpo_loop_time': '419.06304932', 'ref_model_time': '111.82465363', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84582627', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.97509766', 'token_credit_video_advantage_mean': '7.916e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.430e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00763054', 'kl_moving': '0.00763054', 'kl_stepwise': '-1.856e-08', 'gathered_avg_reward_mean': '8.97326660', 'gathered_avg_reward_std': '1.00719798', 'gathered_video_score2_mq_reward_mean': '3.07080078', 'gathered_video_score2_mq_reward_std': '0.32726321', 'gathered_video_score2_overall_reward_mean': '8.97509766', 'gathered_video_score2_overall_reward_std': '1.01065767', 'gathered_video_score2_ta_reward_mean': '2.90625000', 'gathered_video_score2_ta_reward_std': '0.49987218', 'gathered_video_score2_vq_reward_mean': '2.99621582', 'gathered_video_score2_vq_reward_std': '0.47457519', 'gathered_ori_avg_reward_mean': '8.97326660', 'gathered_ori_avg_reward_std': '1.00719798'}
+2026-06-27 01:17:19.796 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 01:17:19.884 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:17:19.899 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 01:18:25.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000135/group_0/index_5260_seed_31378_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:18:39.693 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:18:39.696 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.31s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.31s/it]
+2026-06-27 01:19:52.772 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000135/group_0/index_5260_seed_31379_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:20:14.469 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 01:20:14.644 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 01:20:15.458 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.47s/it]
+2026-06-27 01:22:09.117 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.56s (1.89min)
+2026-06-27 01:22:09.845 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 01:24:07.318 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 135: training:  50%|█████     | 1/2 [03:27<03:27, 207.66s/it]             2026-06-27 01:31:06.097 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 136, train_steps: 5440
+Global Step 135: training: 100%|██████████| 2/2 [06:58<00:00, 209.39s/it]0, 10.34s/it]
+2026-06-27 01:31:06.779 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 236	train_steps 5440	{'step': '236/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.01034661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.00277710', 'grpo_loop_time': '418.77737427', 'ref_model_time': '113.56268311', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84728503', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06884766', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.473e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.00877299', 'kl_moving': '0.00877300', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.07128906', 'gathered_avg_reward_std': '0.90581369', 'gathered_video_score2_mq_reward_mean': '3.05407715', 'gathered_video_score2_mq_reward_std': '0.24795191', 'gathered_video_score2_overall_reward_mean': '9.06884766', 'gathered_video_score2_overall_reward_std': '0.90586567', 'gathered_video_score2_ta_reward_mean': '3.20605469', 'gathered_video_score2_ta_reward_std': '0.64290082', 'gathered_video_score2_vq_reward_mean': '2.81115723', 'gathered_video_score2_vq_reward_std': '0.50820404', 'gathered_ori_avg_reward_mean': '9.07128906', 'gathered_ori_avg_reward_std': '0.90581369'}
+2026-06-27 01:31:06.834 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 01:31:06.925 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:31:06.944 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 01:32:13.230 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000136/group_0/index_8451_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:32:30.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:32:30.900 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-27 01:33:39.147 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000136/group_0/index_8451_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:33:57.977 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 01:33:58.124 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 01:33:58.934 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.45s/it]
+2026-06-27 01:35:51.745 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.66s (1.88min)
+2026-06-27 01:35:52.492 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 01:37:49.469 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 136: training:  50%|█████     | 1/2 [03:26<03:26, 206.45s/it]             2026-06-27 01:44:46.910 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 137, train_steps: 5480
+Global Step 136: training: 100%|██████████| 2/2 [06:57<00:00, 208.71s/it]0, 10.32s/it]
+2026-06-27 01:44:47.563 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 237	train_steps 5480	{'step': '237/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00653345', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.61199951', 'grpo_loop_time': '417.43121338', 'ref_model_time': '112.65893555', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87814659', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07080078', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.552e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00869427', 'kl_moving': '0.00869427', 'kl_stepwise': '-2.024e-08', 'gathered_avg_reward_mean': '9.07360840', 'gathered_avg_reward_std': '1.36578524', 'gathered_video_score2_mq_reward_mean': '3.11193848', 'gathered_video_score2_mq_reward_std': '0.49077693', 'gathered_video_score2_overall_reward_mean': '9.07080078', 'gathered_video_score2_overall_reward_std': '1.36330080', 'gathered_video_score2_ta_reward_mean': '3.21240234', 'gathered_video_score2_ta_reward_std': '0.58970612', 'gathered_video_score2_vq_reward_mean': '2.74926758', 'gathered_video_score2_vq_reward_std': '0.51058573', 'gathered_ori_avg_reward_mean': '9.07360840', 'gathered_ori_avg_reward_std': '1.36578524'}
+2026-06-27 01:44:47.612 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 01:44:47.701 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:44:47.734 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 01:45:53.627 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000137/group_0/index_5609_seed_28072_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:46:11.110 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:46:11.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-27 01:47:19.663 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000137/group_0/index_5609_seed_28073_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:47:39.515 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 01:47:39.678 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 01:47:40.604 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.21s/it]
+2026-06-27 01:49:31.994 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.39s (1.86min)
+2026-06-27 01:49:32.724 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 01:51:29.595 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 137: training:  50%|█████     | 1/2 [03:26<03:26, 206.30s/it]             2026-06-27 01:58:26.708 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 138, train_steps: 5520
+Global Step 137: training: 100%|██████████| 2/2 [06:57<00:00, 208.55s/it]0, 10.32s/it]
+2026-06-27 01:58:27.367 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 238	train_steps 5520	{'step': '238/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00618043', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.06625366', 'grpo_loop_time': '417.10015869', 'ref_model_time': '111.38613892', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84760475', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19824219', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00886289', 'kl_moving': '0.00886290', 'kl_stepwise': '-1.981e-08', 'gathered_avg_reward_mean': '9.20104980', 'gathered_avg_reward_std': '0.91719884', 'gathered_video_score2_mq_reward_mean': '3.16577148', 'gathered_video_score2_mq_reward_std': '0.28793353', 'gathered_video_score2_overall_reward_mean': '9.19824219', 'gathered_video_score2_overall_reward_std': '0.91813028', 'gathered_video_score2_ta_reward_mean': '3.09265137', 'gathered_video_score2_ta_reward_std': '0.56777662', 'gathered_video_score2_vq_reward_mean': '2.94262695', 'gathered_video_score2_vq_reward_std': '0.36185092', 'gathered_ori_avg_reward_mean': '9.20104980', 'gathered_ori_avg_reward_std': '0.91719884'}
+2026-06-27 01:58:27.421 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 01:58:27.516 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:58:27.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 01:59:33.560 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000138/group_0/index_4937_seed_20629_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 01:59:51.999 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 01:59:52.000 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 02:01:01.440 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000138/group_0/index_4937_seed_20630_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:01:22.440 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 02:01:22.602 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 02:01:23.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.28s/it]
+2026-06-27 02:03:14.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.10s (1.85min)
+2026-06-27 02:03:15.495 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 02:05:14.558 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 138: training:  50%|█████     | 1/2 [03:28<03:28, 208.23s/it]             2026-06-27 02:12:13.961 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 139, train_steps: 5560
+Global Step 138: training: 100%|██████████| 2/2 [06:59<00:00, 209.69s/it]0, 10.34s/it]
+2026-06-27 02:12:14.608 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 239	train_steps 5560	{'step': '239/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00663059', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.02819824', 'grpo_loop_time': '419.38842773', 'ref_model_time': '111.09824371', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86473644', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.39648438', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-09', 'kl_loss': '0.00835395', 'kl_moving': '0.00835396', 'kl_stepwise': '-1.862e-08', 'gathered_avg_reward_mean': '9.39562988', 'gathered_avg_reward_std': '0.96338701', 'gathered_video_score2_mq_reward_mean': '3.23168945', 'gathered_video_score2_mq_reward_std': '0.36221445', 'gathered_video_score2_overall_reward_mean': '9.39648438', 'gathered_video_score2_overall_reward_std': '0.96586126', 'gathered_video_score2_ta_reward_mean': '3.04162598', 'gathered_video_score2_ta_reward_std': '0.53226876', 'gathered_video_score2_vq_reward_mean': '3.12231445', 'gathered_video_score2_vq_reward_std': '0.46341822', 'gathered_ori_avg_reward_mean': '9.39562988', 'gathered_ori_avg_reward_std': '0.96338707'}
+2026-06-27 02:12:14.666 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 02:12:14.761 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:12:14.821 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 02:13:21.341 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000139/group_0/index_6887_seed_19194_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:13:37.810 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:13:37.813 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 02:14:47.679 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000139/group_0/index_6887_seed_19195_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:15:08.419 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 02:15:08.843 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 02:15:09.839 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-27 02:17:02.081 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.24s (1.87min)
+2026-06-27 02:17:02.816 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 02:19:00.698 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 139: training:  50%|█████     | 1/2 [03:29<03:29, 209.63s/it]             2026-06-27 02:26:01.336 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 140, train_steps: 5600
+Global Step 139: training: 100%|██████████| 2/2 [07:00<00:00, 210.31s/it]0, 10.33s/it]
+2026-06-27 02:26:02.002 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 240	train_steps 5600	{'step': '240/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00554966', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.10559082', 'grpo_loop_time': '420.63259888', 'ref_model_time': '112.24085999', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86480910', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17285156', 'token_credit_video_advantage_mean': '-1.688e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00866822', 'kl_moving': '0.00866822', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '9.17016602', 'gathered_avg_reward_std': '0.96542722', 'gathered_video_score2_mq_reward_mean': '3.15539551', 'gathered_video_score2_mq_reward_std': '0.35966179', 'gathered_video_score2_overall_reward_mean': '9.17285156', 'gathered_video_score2_overall_reward_std': '0.96442407', 'gathered_video_score2_ta_reward_mean': '2.96569824', 'gathered_video_score2_ta_reward_std': '0.54864496', 'gathered_video_score2_vq_reward_mean': '3.04907227', 'gathered_video_score2_vq_reward_std': '0.55080801', 'gathered_ori_avg_reward_mean': '9.17016602', 'gathered_ori_avg_reward_std': '0.96542722'}
+2026-06-27 02:26:37.319 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=140 (missing=0, unexpected=0)
+2026-06-27 02:26:39.171 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 02:26:39.295 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:26:39.338 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.99s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.99s/it]
+2026-06-27 02:27:46.659 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000140/group_0/index_9944_seed_13142_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:28:00.405 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:28:00.409 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-27 02:29:13.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000140/group_0/index_9944_seed_13143_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:29:32.904 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 02:29:33.053 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 02:29:34.074 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-27 02:31:26.220 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.05s (1.87min)
+2026-06-27 02:31:26.957 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 02:33:23.823 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 140: training:  50%|█████     | 1/2 [03:26<03:26, 206.64s/it]             2026-06-27 02:40:22.108 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 141, train_steps: 5640
+Global Step 140: training: 100%|██████████| 2/2 [06:58<00:00, 209.12s/it]0, 10.35s/it]
+2026-06-27 02:40:22.713 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 241	train_steps 5640	{'step': '241/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00535100', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.73669434', 'grpo_loop_time': '418.24539185', 'ref_model_time': '112.05078125', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85801524', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.70019531', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-09', 'kl_loss': '0.00750071', 'kl_moving': '0.00750072', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '8.70190430', 'gathered_avg_reward_std': '1.13330507', 'gathered_video_score2_mq_reward_mean': '3.01586914', 'gathered_video_score2_mq_reward_std': '0.34322238', 'gathered_video_score2_overall_reward_mean': '8.70019531', 'gathered_video_score2_overall_reward_std': '1.13166320', 'gathered_video_score2_ta_reward_mean': '2.87255859', 'gathered_video_score2_ta_reward_std': '0.53425890', 'gathered_video_score2_vq_reward_mean': '2.81347656', 'gathered_video_score2_vq_reward_std': '0.51491708', 'gathered_ori_avg_reward_mean': '8.70190430', 'gathered_ori_avg_reward_std': '1.13330507'}
+2026-06-27 02:40:22.917 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 02:40:23.006 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:40:23.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 02:41:28.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000141/group_0/index_2462_seed_16563_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:41:41.058 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:41:41.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:12,  3.63s/it][01:12<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:12<00:00,  3.63s/it]
+2026-06-27 02:43:00.588 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000141/group_0/index_2462_seed_16564_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:43:24.443 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 02:43:24.620 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 02:43:25.429 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-27 02:45:17.394 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.87s (1.86min)
+2026-06-27 02:45:18.114 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 02:47:15.773 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 141: training:  50%|█████     | 1/2 [03:26<03:26, 206.74s/it]             2026-06-27 02:54:13.725 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 142, train_steps: 5680
+Global Step 141: training: 100%|██████████| 2/2 [06:57<00:00, 208.97s/it]0, 10.32s/it]
+2026-06-27 02:54:14.395 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 242	train_steps 5680	{'step': '242/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00487122', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '295.15115356', 'grpo_loop_time': '417.94662476', 'ref_model_time': '111.86936951', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87908250', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.24169922', 'token_credit_video_advantage_mean': '4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00779680', 'kl_moving': '0.00779680', 'kl_stepwise': '-1.908e-08', 'gathered_avg_reward_mean': '9.23986816', 'gathered_avg_reward_std': '1.25001419', 'gathered_video_score2_mq_reward_mean': '3.17871094', 'gathered_video_score2_mq_reward_std': '0.46335497', 'gathered_video_score2_overall_reward_mean': '9.24169922', 'gathered_video_score2_overall_reward_std': '1.24730229', 'gathered_video_score2_ta_reward_mean': '2.99133301', 'gathered_video_score2_ta_reward_std': '0.53534710', 'gathered_video_score2_vq_reward_mean': '3.06982422', 'gathered_video_score2_vq_reward_std': '0.48483130', 'gathered_ori_avg_reward_mean': '9.23986816', 'gathered_ori_avg_reward_std': '1.25001431'}
+2026-06-27 02:54:14.482 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 02:54:14.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:54:14.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 02:55:20.494 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000142/group_0/index_7728_seed_5274_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:55:34.099 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 02:55:34.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.31s/it][01:06<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.31s/it]
+2026-06-27 02:56:47.312 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000142/group_0/index_7728_seed_5275_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 02:57:08.127 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 02:57:08.549 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 02:57:09.462 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-27 02:59:01.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.55s (1.86min)
+2026-06-27 02:59:01.786 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 03:01:00.444 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 142: training:  50%|█████     | 1/2 [03:29<03:29, 209.31s/it]             2026-06-27 03:08:00.974 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 143, train_steps: 5720
+Global Step 142: training: 100%|██████████| 2/2 [07:00<00:00, 210.26s/it]0, 10.33s/it]
+2026-06-27 03:08:01.631 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 243	train_steps 5720	{'step': '243/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00735833', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.25958252', 'grpo_loop_time': '420.52490234', 'ref_model_time': '111.55477905', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87398058', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07666016', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.122e-09', 'kl_loss': '0.00836060', 'kl_moving': '0.00836060', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '9.07543945', 'gathered_avg_reward_std': '0.95104575', 'gathered_video_score2_mq_reward_mean': '3.10510254', 'gathered_video_score2_mq_reward_std': '0.31203863', 'gathered_video_score2_overall_reward_mean': '9.07666016', 'gathered_video_score2_overall_reward_std': '0.95173007', 'gathered_video_score2_ta_reward_mean': '3.05810547', 'gathered_video_score2_ta_reward_std': '0.54121101', 'gathered_video_score2_vq_reward_mean': '2.91223145', 'gathered_video_score2_vq_reward_std': '0.50192606', 'gathered_ori_avg_reward_mean': '9.07543945', 'gathered_ori_avg_reward_std': '0.95104581'}
+2026-06-27 03:08:01.690 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 03:08:01.782 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:08:01.830 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 03:09:07.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000143/group_0/index_5308_seed_8721_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:09:25.959 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:09:25.963 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-27 03:10:31.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000143/group_0/index_5308_seed_8722_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:10:49.205 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 03:10:49.326 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 03:10:50.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.32s/it]
+2026-06-27 03:12:41.838 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.56s (1.86min)
+2026-06-27 03:12:42.567 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 03:14:41.297 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 143: training:  50%|█████     | 1/2 [03:27<03:27, 207.64s/it]             2026-06-27 03:21:40.751 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 144, train_steps: 5760
+Global Step 143: training: 100%|██████████| 2/2 [06:59<00:00, 209.72s/it]0, 10.35s/it]
+2026-06-27 03:21:41.416 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 244	train_steps 5760	{'step': '244/10000', 'learning_rate': '0.00001000', 'loss': '-1.304e-08', 'grad_norm': '0.00638661', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '280.83187866', 'grpo_loop_time': '419.44775391', 'ref_model_time': '111.55767059', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86789733', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.38818359', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.304e-08', 'kl_loss': '0.00750029', 'kl_moving': '0.00750029', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '9.39196777', 'gathered_avg_reward_std': '1.00320065', 'gathered_video_score2_mq_reward_mean': '3.24902344', 'gathered_video_score2_mq_reward_std': '0.35850221', 'gathered_video_score2_overall_reward_mean': '9.38818359', 'gathered_video_score2_overall_reward_std': '1.00254202', 'gathered_video_score2_ta_reward_mean': '3.07849121', 'gathered_video_score2_ta_reward_std': '0.63323349', 'gathered_video_score2_vq_reward_mean': '3.06445312', 'gathered_video_score2_vq_reward_std': '0.54715568', 'gathered_ori_avg_reward_mean': '9.39196777', 'gathered_ori_avg_reward_std': '1.00320077'}
+2026-06-27 03:21:41.470 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 03:21:41.562 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:21:41.605 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.96s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 03:22:47.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000144/group_0/index_5288_seed_8132_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:23:02.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:23:02.067 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-27 03:24:15.884 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000144/group_0/index_5288_seed_8133_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:24:37.619 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 03:24:37.787 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 03:24:38.599 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-27 03:26:30.004 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.26s (1.85min)
+2026-06-27 03:26:30.738 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 03:28:27.643 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 144: training:  50%|█████     | 1/2 [03:26<03:26, 206.65s/it]             2026-06-27 03:35:25.719 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 145, train_steps: 5800
+Global Step 144: training: 100%|██████████| 2/2 [06:58<00:00, 209.03s/it]0, 10.34s/it]
+2026-06-27 03:35:26.303 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 245	train_steps 5800	{'step': '245/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-09', 'grad_norm': '0.00554827', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.22265625', 'grpo_loop_time': '418.06933594', 'ref_model_time': '111.26432800', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85192031', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18212891', 'token_credit_video_advantage_mean': '2.561e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.378e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-09', 'kl_loss': '0.00793100', 'kl_moving': '0.00793100', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '9.18322754', 'gathered_avg_reward_std': '0.88795894', 'gathered_video_score2_mq_reward_mean': '3.11730957', 'gathered_video_score2_mq_reward_std': '0.27779552', 'gathered_video_score2_overall_reward_mean': '9.18212891', 'gathered_video_score2_overall_reward_std': '0.88986319', 'gathered_video_score2_ta_reward_mean': '3.01806641', 'gathered_video_score2_ta_reward_std': '0.66557568', 'gathered_video_score2_vq_reward_mean': '3.04785156', 'gathered_video_score2_vq_reward_std': '0.33305076', 'gathered_ori_avg_reward_mean': '9.18322754', 'gathered_ori_avg_reward_std': '0.88795894'}
+2026-06-27 03:35:26.436 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 03:35:26.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:35:26.561 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 03:36:32.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000145/group_0/index_3878_seed_25920_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:36:52.768 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:36:52.772 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 03:38:03.028 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000145/group_0/index_3878_seed_25921_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:38:24.544 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 03:38:24.713 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 03:38:25.474 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-27 03:40:17.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.72s (1.86min)
+2026-06-27 03:40:18.083 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 03:42:15.355 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 145: training:  50%|█████     | 1/2 [03:26<03:26, 206.90s/it]             2026-06-27 03:49:13.702 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 146, train_steps: 5840
+Global Step 145: training: 100%|██████████| 2/2 [06:58<00:00, 209.16s/it]0, 10.34s/it]
+2026-06-27 03:49:14.382 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 246	train_steps 5840	{'step': '246/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-09', 'grad_norm': '0.00498567', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.60134888', 'grpo_loop_time': '418.32183838', 'ref_model_time': '111.71736908', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87835258', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.45751953', 'token_credit_video_advantage_mean': '-7.916e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00774281', 'kl_moving': '0.00774281', 'kl_stepwise': '-1.857e-08', 'gathered_avg_reward_mean': '9.45629883', 'gathered_avg_reward_std': '1.23542738', 'gathered_video_score2_mq_reward_mean': '3.29370117', 'gathered_video_score2_mq_reward_std': '0.45141429', 'gathered_video_score2_overall_reward_mean': '9.45751953', 'gathered_video_score2_overall_reward_std': '1.23152077', 'gathered_video_score2_ta_reward_mean': '3.05773926', 'gathered_video_score2_ta_reward_std': '0.66421419', 'gathered_video_score2_vq_reward_mean': '3.10485840', 'gathered_video_score2_vq_reward_std': '0.59953272', 'gathered_ori_avg_reward_mean': '9.45629883', 'gathered_ori_avg_reward_std': '1.23542738'}
+2026-06-27 03:49:14.439 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 03:49:14.535 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:49:14.578 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 03:50:20.595 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000146/group_0/index_1422_seed_4519_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:50:36.161 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 03:50:36.165 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 03:51:45.765 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000146/group_0/index_1422_seed_4520_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 03:52:07.384 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 03:52:07.529 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 03:52:08.447 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.80s/it]
+2026-06-27 03:54:00.384 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.67s (1.86min)
+2026-06-27 03:54:01.117 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 03:56:00.897 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 146: training:  50%|█████     | 1/2 [03:29<03:29, 209.88s/it]             2026-06-27 04:03:02.491 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 147, train_steps: 5880
+Global Step 146: training: 100%|██████████| 2/2 [07:01<00:00, 210.79s/it]0, 10.35s/it]
+2026-06-27 04:03:03.073 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 247	train_steps 5880	{'step': '247/10000', 'learning_rate': '0.00001000', 'loss': '2.701e-08', 'grad_norm': '0.00677049', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.63217163', 'grpo_loop_time': '421.58908081', 'ref_model_time': '111.66528320', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83599699', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.47998047', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.392e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.701e-08', 'kl_loss': '0.00811877', 'kl_moving': '0.00811877', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '9.47485352', 'gathered_avg_reward_std': '0.85267437', 'gathered_video_score2_mq_reward_mean': '3.16809082', 'gathered_video_score2_mq_reward_std': '0.42910337', 'gathered_video_score2_overall_reward_mean': '9.47998047', 'gathered_video_score2_overall_reward_std': '0.85419905', 'gathered_video_score2_ta_reward_mean': '3.18981934', 'gathered_video_score2_ta_reward_std': '0.57917267', 'gathered_video_score2_vq_reward_mean': '3.11694336', 'gathered_video_score2_vq_reward_std': '0.43516564', 'gathered_ori_avg_reward_mean': '9.47485352', 'gathered_ori_avg_reward_std': '0.85267437'}
+2026-06-27 04:03:03.186 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 04:03:03.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:03:03.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 04:04:09.548 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000147/group_0/index_9458_seed_866_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:04:25.451 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:04:25.454 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-27 04:05:34.113 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000147/group_0/index_9458_seed_867_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:05:53.970 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 04:05:54.138 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 04:05:55.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.46s/it]
+2026-06-27 04:07:49.104 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.04s (1.90min)
+2026-06-27 04:07:49.838 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 04:09:46.917 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 147: training:  50%|█████     | 1/2 [03:27<03:27, 207.50s/it]             2026-06-27 04:16:47.202 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 148, train_steps: 5920
+Global Step 147: training: 100%|██████████| 2/2 [07:00<00:00, 210.14s/it]0, 10.34s/it]
+2026-06-27 04:16:47.868 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 248	train_steps 5920	{'step': '248/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00567002', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.60800171', 'grpo_loop_time': '420.27999878', 'ref_model_time': '114.03649902', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84836841', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.98535156', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.407e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00845405', 'kl_moving': '0.00845405', 'kl_stepwise': '-1.895e-08', 'gathered_avg_reward_mean': '8.98071289', 'gathered_avg_reward_std': '0.94662201', 'gathered_video_score2_mq_reward_mean': '3.10937500', 'gathered_video_score2_mq_reward_std': '0.26451689', 'gathered_video_score2_overall_reward_mean': '8.98535156', 'gathered_video_score2_overall_reward_std': '0.95139390', 'gathered_video_score2_ta_reward_mean': '2.97802734', 'gathered_video_score2_ta_reward_std': '0.52814406', 'gathered_video_score2_vq_reward_mean': '2.89331055', 'gathered_video_score2_vq_reward_std': '0.38633934', 'gathered_ori_avg_reward_mean': '8.98071289', 'gathered_ori_avg_reward_std': '0.94662207'}
+2026-06-27 04:16:47.919 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 04:16:48.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:16:48.067 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 04:17:53.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000148/group_0/index_3484_seed_26788_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:18:10.136 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:18:10.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-27 04:19:20.381 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000148/group_0/index_3484_seed_26789_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:19:41.577 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 04:19:41.734 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 04:19:42.720 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.79s/it]
+2026-06-27 04:21:34.172 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.45s (1.86min)
+2026-06-27 04:21:34.915 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 04:23:32.074 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 148: training:  50%|█████     | 1/2 [03:26<03:26, 206.61s/it]             2026-06-27 04:30:30.108 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 149, train_steps: 5960
+Global Step 148: training: 100%|██████████| 2/2 [06:58<00:00, 209.02s/it]0, 10.32s/it]
+2026-06-27 04:30:30.784 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 249	train_steps 5960	{'step': '249/10000', 'learning_rate': '0.00001000', 'loss': '-4.377e-09', 'grad_norm': '0.00746023', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.95138550', 'grpo_loop_time': '418.03390503', 'ref_model_time': '111.44685364', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85622990', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.91357422', 'token_credit_video_advantage_mean': '-4.540e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.377e-09', 'kl_loss': '0.00901323', 'kl_moving': '0.00901323', 'kl_stepwise': '-1.941e-08', 'gathered_avg_reward_mean': '8.90905762', 'gathered_avg_reward_std': '1.25688744', 'gathered_video_score2_mq_reward_mean': '3.03515625', 'gathered_video_score2_mq_reward_std': '0.44042644', 'gathered_video_score2_overall_reward_mean': '8.91357422', 'gathered_video_score2_overall_reward_std': '1.25614631', 'gathered_video_score2_ta_reward_mean': '3.18078613', 'gathered_video_score2_ta_reward_std': '0.52940655', 'gathered_video_score2_vq_reward_mean': '2.69311523', 'gathered_video_score2_vq_reward_std': '0.54895401', 'gathered_ori_avg_reward_mean': '8.90905762', 'gathered_ori_avg_reward_std': '1.25688744'}
+2026-06-27 04:30:30.845 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 04:30:30.939 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:30:30.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 04:31:36.830 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000149/group_0/index_4688_seed_3903_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:31:53.567 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:31:53.571 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-27 04:33:01.899 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000149/group_0/index_4688_seed_3904_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:33:21.369 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 04:33:21.514 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 04:33:22.470 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-27 04:35:14.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.68s (1.86min)
+2026-06-27 04:35:15.019 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 04:37:14.369 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 149: training:  50%|█████     | 1/2 [03:27<03:27, 207.76s/it]             2026-06-27 04:44:13.556 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 150, train_steps: 6000
+Global Step 149: training: 100%|██████████| 2/2 [06:59<00:00, 209.59s/it]0, 10.33s/it]
+2026-06-27 04:44:14.215 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 250	train_steps 6000	{'step': '250/10000', 'learning_rate': '0.00001000', 'loss': '-1.397e-09', 'grad_norm': '0.00554850', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.13021851', 'grpo_loop_time': '419.18823242', 'ref_model_time': '111.67994690', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86707348', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.48437500', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-09', 'kl_loss': '0.00876609', 'kl_moving': '0.00876609', 'kl_stepwise': '-1.997e-08', 'gathered_avg_reward_mean': '9.48388672', 'gathered_avg_reward_std': '0.73751599', 'gathered_video_score2_mq_reward_mean': '3.19824219', 'gathered_video_score2_mq_reward_std': '0.21652177', 'gathered_video_score2_overall_reward_mean': '9.48437500', 'gathered_video_score2_overall_reward_std': '0.74008751', 'gathered_video_score2_ta_reward_mean': '3.23437500', 'gathered_video_score2_ta_reward_std': '0.43766564', 'gathered_video_score2_vq_reward_mean': '3.05126953', 'gathered_video_score2_vq_reward_std': '0.43067595', 'gathered_ori_avg_reward_mean': '9.48388672', 'gathered_ori_avg_reward_std': '0.73751599'}
+2026-06-27 04:45:18.111 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 250 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-250
+2026-06-27 04:45:18.238 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 250: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-250
+2026-06-27 04:45:21.084 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-225
+2026-06-27 04:45:56.569 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=150 (missing=0, unexpected=0)
+2026-06-27 04:45:58.395 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 04:45:58.483 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:45:58.537 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.97s/it][00:59<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.97s/it]
+2026-06-27 04:47:05.920 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000150/group_0/index_4044_seed_18127_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:47:24.750 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:47:24.753 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  3.00s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  3.00s/it]
+2026-06-27 04:48:31.842 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000150/group_0/index_4044_seed_18128_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 04:48:55.879 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 04:48:56.042 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 04:48:56.823 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.42s/it]
+2026-06-27 04:50:49.234 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.27s (1.87min)
+2026-06-27 04:50:49.978 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 04:52:47.348 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 150: training:  50%|█████     | 1/2 [03:26<03:26, 206.91s/it]             2026-06-27 04:59:45.848 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 151, train_steps: 6040
+Global Step 150: training: 100%|██████████| 2/2 [06:58<00:00, 209.24s/it]0, 10.34s/it]
+2026-06-27 04:59:46.497 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 251	train_steps 6040	{'step': '251/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00575334', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.53787231', 'grpo_loop_time': '418.48684692', 'ref_model_time': '112.27481842', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86404997', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.03125000', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.506e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00793696', 'kl_moving': '0.00793696', 'kl_stepwise': '-1.990e-08', 'gathered_avg_reward_mean': '9.02941895', 'gathered_avg_reward_std': '1.17931533', 'gathered_video_score2_mq_reward_mean': '3.11437988', 'gathered_video_score2_mq_reward_std': '0.32776839', 'gathered_video_score2_overall_reward_mean': '9.03125000', 'gathered_video_score2_overall_reward_std': '1.18144524', 'gathered_video_score2_ta_reward_mean': '2.83764648', 'gathered_video_score2_ta_reward_std': '0.70817208', 'gathered_video_score2_vq_reward_mean': '3.07739258', 'gathered_video_score2_vq_reward_std': '0.42252040', 'gathered_ori_avg_reward_mean': '9.02941895', 'gathered_ori_avg_reward_std': '1.17931533'}
+2026-06-27 04:59:46.607 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 04:59:46.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 04:59:46.725 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 05:00:52.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000151/group_0/index_1029_seed_33428_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:01:07.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:01:07.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 05:02:17.979 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000151/group_0/index_1029_seed_33429_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:02:39.059 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 05:02:39.194 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 05:02:40.167 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.47s/it]
+2026-06-27 05:04:31.228 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.00s (1.85min)
+2026-06-27 05:04:31.952 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 05:06:29.401 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 151: training:  50%|█████     | 1/2 [03:25<03:25, 205.99s/it]             2026-06-27 05:13:26.880 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 152, train_steps: 6080
+Global Step 151: training: 100%|██████████| 2/2 [06:57<00:00, 208.73s/it]0, 10.33s/it]
+2026-06-27 05:13:27.572 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 252	train_steps 6080	{'step': '252/10000', 'learning_rate': '0.00001000', 'loss': '1.304e-08', 'grad_norm': '0.00431604', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.29971313', 'grpo_loop_time': '417.47070312', 'ref_model_time': '111.00276947', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90679955', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.79492188', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.483e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00723418', 'kl_moving': '0.00723418', 'kl_stepwise': '-1.917e-08', 'gathered_avg_reward_mean': '9.79638672', 'gathered_avg_reward_std': '0.98117650', 'gathered_video_score2_mq_reward_mean': '3.31494141', 'gathered_video_score2_mq_reward_std': '0.40563184', 'gathered_video_score2_overall_reward_mean': '9.79492188', 'gathered_video_score2_overall_reward_std': '0.97631049', 'gathered_video_score2_ta_reward_mean': '3.32421875', 'gathered_video_score2_ta_reward_std': '0.44979581', 'gathered_video_score2_vq_reward_mean': '3.15722656', 'gathered_video_score2_vq_reward_std': '0.42612046', 'gathered_ori_avg_reward_mean': '9.79638672', 'gathered_ori_avg_reward_std': '0.98117650'}
+2026-06-27 05:13:27.773 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 05:13:27.987 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:13:27.992 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 05:14:34.022 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000152/group_0/index_2212_seed_5570_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:14:50.889 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:14:50.893 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-27 05:15:57.113 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000152/group_0/index_2212_seed_5571_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:16:16.655 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 05:16:16.805 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 05:16:17.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-27 05:18:09.990 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.08s (1.87min)
+2026-06-27 05:18:10.725 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 05:20:08.032 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 152: training:  50%|█████     | 1/2 [03:27<03:27, 207.41s/it]             2026-06-27 05:27:07.025 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 153, train_steps: 6120
+Global Step 152: training: 100%|██████████| 2/2 [06:58<00:00, 209.49s/it]0, 10.33s/it]
+2026-06-27 05:27:07.697 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 253	train_steps 6120	{'step': '253/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-10', 'grad_norm': '0.00499594', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.90539551', 'grpo_loop_time': '418.98001099', 'ref_model_time': '112.08332825', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88216394', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23437500', 'token_credit_video_advantage_mean': '6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.466e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.048e-08', 'kl_loss': '0.00799663', 'kl_moving': '0.00799663', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '9.23132324', 'gathered_avg_reward_std': '0.98349452', 'gathered_video_score2_mq_reward_mean': '3.11962891', 'gathered_video_score2_mq_reward_std': '0.24983543', 'gathered_video_score2_overall_reward_mean': '9.23437500', 'gathered_video_score2_overall_reward_std': '0.98856682', 'gathered_video_score2_ta_reward_mean': '3.19201660', 'gathered_video_score2_ta_reward_std': '0.49208248', 'gathered_video_score2_vq_reward_mean': '2.91967773', 'gathered_video_score2_vq_reward_std': '0.46035671', 'gathered_ori_avg_reward_mean': '9.23132324', 'gathered_ori_avg_reward_std': '0.98349458'}
+2026-06-27 05:27:07.759 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 05:27:07.859 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:27:07.906 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 05:28:13.893 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000153/group_0/index_9823_seed_31536_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:28:29.302 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:28:29.331 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 05:29:40.451 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000153/group_0/index_9823_seed_31537_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:30:00.551 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 05:30:00.697 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 05:30:01.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.21s/it]
+2026-06-27 05:31:53.783 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.82s (1.86min)
+2026-06-27 05:31:54.527 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 05:33:51.420 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 153: training:  50%|█████     | 1/2 [03:26<03:26, 206.77s/it]             2026-06-27 05:40:49.562 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 154, train_steps: 6160
+Global Step 153: training: 100%|██████████| 2/2 [06:58<00:00, 209.06s/it]0, 10.33s/it]
+2026-06-27 05:40:50.235 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 254	train_steps 6160	{'step': '254/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.01667659', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.72296143', 'grpo_loop_time': '418.11669922', 'ref_model_time': '111.81664276', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84404993', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.29296875', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-09', 'kl_loss': '0.00791982', 'kl_moving': '0.00791982', 'kl_stepwise': '-2.024e-08', 'gathered_avg_reward_mean': '9.28601074', 'gathered_avg_reward_std': '1.20548689', 'gathered_video_score2_mq_reward_mean': '3.23437500', 'gathered_video_score2_mq_reward_std': '0.40032870', 'gathered_video_score2_overall_reward_mean': '9.29296875', 'gathered_video_score2_overall_reward_std': '1.20639896', 'gathered_video_score2_ta_reward_mean': '2.91943359', 'gathered_video_score2_ta_reward_std': '0.70647919', 'gathered_video_score2_vq_reward_mean': '3.13220215', 'gathered_video_score2_vq_reward_std': '0.53623742', 'gathered_ori_avg_reward_mean': '9.28601074', 'gathered_ori_avg_reward_std': '1.20548689'}
+2026-06-27 05:40:50.291 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 05:40:50.400 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:40:50.430 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 05:41:56.577 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000154/group_0/index_2876_seed_14120_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:42:11.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:42:11.649 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-27 05:43:19.975 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000154/group_0/index_2876_seed_14121_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:43:43.708 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 05:43:43.873 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 05:43:44.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it]
+2026-06-27 05:45:36.370 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.58s (1.86min)
+2026-06-27 05:45:37.086 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 05:47:35.155 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 154: training:  50%|█████     | 1/2 [03:27<03:27, 207.42s/it]             2026-06-27 05:54:34.116 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 155, train_steps: 6200
+Global Step 154: training: 100%|██████████| 2/2 [06:59<00:00, 209.57s/it]0, 10.33s/it]
+2026-06-27 05:54:34.904 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 255	train_steps 6200	{'step': '255/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00504042', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.75061035', 'grpo_loop_time': '419.13595581', 'ref_model_time': '111.57669067', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86072665', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.25585938', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00774507', 'kl_moving': '0.00774507', 'kl_stepwise': '-1.875e-08', 'gathered_avg_reward_mean': '9.25622559', 'gathered_avg_reward_std': '1.31181693', 'gathered_video_score2_mq_reward_mean': '3.26147461', 'gathered_video_score2_mq_reward_std': '0.41923764', 'gathered_video_score2_overall_reward_mean': '9.25585938', 'gathered_video_score2_overall_reward_std': '1.31319594', 'gathered_video_score2_ta_reward_mean': '2.93554688', 'gathered_video_score2_ta_reward_std': '0.64677936', 'gathered_video_score2_vq_reward_mean': '3.05920410', 'gathered_video_score2_vq_reward_std': '0.55765879', 'gathered_ori_avg_reward_mean': '9.25622559', 'gathered_ori_avg_reward_std': '1.31181693'}
+2026-06-27 05:54:35.001 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 05:54:35.090 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:54:35.129 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 05:55:40.882 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000155/group_0/index_8512_seed_14125_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:55:54.343 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 05:55:54.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-27 05:57:07.188 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000155/group_0/index_8512_seed_14126_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 05:57:29.420 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 05:57:29.573 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 05:57:30.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-27 05:59:21.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-27 05:59:22.574 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 06:01:20.463 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 155: training:  50%|█████     | 1/2 [03:27<03:27, 207.14s/it]             2026-06-27 06:08:18.597 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 156, train_steps: 6240
+Global Step 155: training: 100%|██████████| 2/2 [06:58<00:00, 209.07s/it]0, 10.31s/it]
+2026-06-27 06:08:19.287 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 256	train_steps 6240	{'step': '256/10000', 'learning_rate': '0.00001000', 'loss': '1.490e-08', 'grad_norm': '0.00615502', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.52877808', 'grpo_loop_time': '418.14648438', 'ref_model_time': '111.31488800', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86730009', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.10156250', 'token_credit_video_advantage_mean': '-4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.490e-08', 'kl_loss': '0.00860841', 'kl_moving': '0.00860841', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '9.10253906', 'gathered_avg_reward_std': '1.27853286', 'gathered_video_score2_mq_reward_mean': '3.12670898', 'gathered_video_score2_mq_reward_std': '0.37951100', 'gathered_video_score2_overall_reward_mean': '9.10156250', 'gathered_video_score2_overall_reward_std': '1.27851987', 'gathered_video_score2_ta_reward_mean': '3.09448242', 'gathered_video_score2_ta_reward_std': '0.67786485', 'gathered_video_score2_vq_reward_mean': '2.88134766', 'gathered_video_score2_vq_reward_std': '0.52098280', 'gathered_ori_avg_reward_mean': '9.10253906', 'gathered_ori_avg_reward_std': '1.27853286'}
+2026-06-27 06:08:19.342 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 06:08:19.435 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:08:19.472 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 06:09:25.441 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000156/group_0/index_211_seed_8980_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:09:44.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:09:44.880 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-27 06:10:50.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000156/group_0/index_211_seed_8981_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:11:13.115 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 06:11:13.281 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 06:11:14.069 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-27 06:13:07.597 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.39s (1.89min)
+2026-06-27 06:13:08.333 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 06:15:07.336 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 156: training:  50%|█████     | 1/2 [03:28<03:28, 208.16s/it]             2026-06-27 06:22:07.071 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 157, train_steps: 6280
+Global Step 156: training: 100%|██████████| 2/2 [06:59<00:00, 209.86s/it]0, 10.33s/it]
+2026-06-27 06:22:07.683 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 257	train_steps 6280	{'step': '257/10000', 'learning_rate': '0.00001000', 'loss': '-1.676e-08', 'grad_norm': '0.00657774', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.94494629', 'grpo_loop_time': '419.73272705', 'ref_model_time': '113.39105225', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85933137', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.47998047', 'token_credit_video_advantage_mean': '-3.027e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.407e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.049e-08', 'kl_loss': '0.00807729', 'kl_moving': '0.00807729', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.47863770', 'gathered_avg_reward_std': '1.14365458', 'gathered_video_score2_mq_reward_mean': '3.30346680', 'gathered_video_score2_mq_reward_std': '0.40657669', 'gathered_video_score2_overall_reward_mean': '9.47998047', 'gathered_video_score2_overall_reward_std': '1.14626133', 'gathered_video_score2_ta_reward_mean': '3.10363770', 'gathered_video_score2_ta_reward_std': '0.59302074', 'gathered_video_score2_vq_reward_mean': '3.07153320', 'gathered_video_score2_vq_reward_std': '0.44056547', 'gathered_ori_avg_reward_mean': '9.47863770', 'gathered_ori_avg_reward_std': '1.14365458'}
+2026-06-27 06:22:07.773 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 06:22:07.868 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:22:07.935 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 06:23:14.223 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000157/group_0/index_9845_seed_20996_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:23:28.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:23:28.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-27 06:24:39.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000157/group_0/index_9845_seed_20997_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:24:58.737 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 06:24:58.909 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 06:24:59.835 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it]
+2026-06-27 06:26:53.287 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.45s (1.89min)
+2026-06-27 06:26:54.018 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 06:28:51.195 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 157: training:  50%|█████     | 1/2 [03:26<03:26, 206.56s/it]             2026-06-27 06:35:49.196 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 158, train_steps: 6320
+Global Step 157: training: 100%|██████████| 2/2 [06:57<00:00, 209.00s/it]0, 10.33s/it]
+2026-06-27 06:35:49.817 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 258	train_steps 6320	{'step': '258/10000', 'learning_rate': '0.00001000', 'loss': '-7.567e-09', 'grad_norm': '0.00767464', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.20019531', 'grpo_loop_time': '418.00537109', 'ref_model_time': '113.44853210', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84640038', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.31738281', 'token_credit_video_advantage_mean': '5.763e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.683e-09', 'kl_loss': '0.00874734', 'kl_moving': '0.00874734', 'kl_stepwise': '-2.058e-08', 'gathered_avg_reward_mean': '9.31701660', 'gathered_avg_reward_std': '0.78459221', 'gathered_video_score2_mq_reward_mean': '3.20458984', 'gathered_video_score2_mq_reward_std': '0.29906061', 'gathered_video_score2_overall_reward_mean': '9.31738281', 'gathered_video_score2_overall_reward_std': '0.78493696', 'gathered_video_score2_ta_reward_mean': '3.15698242', 'gathered_video_score2_ta_reward_std': '0.46257678', 'gathered_video_score2_vq_reward_mean': '2.95544434', 'gathered_video_score2_vq_reward_std': '0.43424359', 'gathered_ori_avg_reward_mean': '9.31701660', 'gathered_ori_avg_reward_std': '0.78459221'}
+2026-06-27 06:35:49.892 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 06:35:49.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:35:50.041 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 06:36:56.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000158/group_0/index_6871_seed_32862_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:37:09.644 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:37:09.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 06:38:20.908 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000158/group_0/index_6871_seed_32863_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:38:41.592 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 06:38:41.759 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 06:38:42.730 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.95s/it]
+2026-06-27 06:40:34.071 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.34s (1.86min)
+2026-06-27 06:40:34.785 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 06:42:31.592 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 158: training:  50%|█████     | 1/2 [03:27<03:27, 207.08s/it]             2026-06-27 06:49:30.105 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 159, train_steps: 6360
+Global Step 158: training: 100%|██████████| 2/2 [06:58<00:00, 209.25s/it]0, 10.34s/it]
+2026-06-27 06:49:30.712 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 259	train_steps 6360	{'step': '259/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.00812841', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.84887695', 'grpo_loop_time': '418.50610352', 'ref_model_time': '111.33708191', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87998986', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.13769531', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-09', 'kl_loss': '0.00922008', 'kl_moving': '0.00922008', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '9.13879395', 'gathered_avg_reward_std': '0.89729750', 'gathered_video_score2_mq_reward_mean': '3.13159180', 'gathered_video_score2_mq_reward_std': '0.31711441', 'gathered_video_score2_overall_reward_mean': '9.13769531', 'gathered_video_score2_overall_reward_std': '0.89705598', 'gathered_video_score2_ta_reward_mean': '2.96984863', 'gathered_video_score2_ta_reward_std': '0.54193479', 'gathered_video_score2_vq_reward_mean': '3.03735352', 'gathered_video_score2_vq_reward_std': '0.34496430', 'gathered_ori_avg_reward_mean': '9.13879395', 'gathered_ori_avg_reward_std': '0.89729756'}
+2026-06-27 06:49:30.799 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 06:49:30.886 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:49:30.918 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 06:50:36.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000159/group_0/index_118_seed_28482_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:50:52.512 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 06:50:52.516 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 06:52:02.713 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000159/group_0/index_118_seed_28483_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 06:52:20.916 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 06:52:21.087 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 06:52:22.014 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.73s/it]
+2026-06-27 06:54:13.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.82s (1.86min)
+2026-06-27 06:54:14.574 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 06:56:13.216 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 159: training:  50%|█████     | 1/2 [03:27<03:27, 207.12s/it]             2026-06-27 07:03:11.991 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 160, train_steps: 6400
+Global Step 159: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]0, 10.33s/it]
+2026-06-27 07:03:12.587 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 260	train_steps 6400	{'step': '260/10000', 'learning_rate': '0.00001000', 'loss': '-1.523e-08', 'grad_norm': '0.00701173', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.72979736', 'grpo_loop_time': '418.75952148', 'ref_model_time': '111.81584167', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88063180', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.37011719', 'token_credit_video_advantage_mean': '-5.821e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.616e-08', 'kl_loss': '0.00940115', 'kl_moving': '0.00940115', 'kl_stepwise': '-1.982e-08', 'gathered_avg_reward_mean': '9.37316895', 'gathered_avg_reward_std': '1.18065453', 'gathered_video_score2_mq_reward_mean': '3.23144531', 'gathered_video_score2_mq_reward_std': '0.34621447', 'gathered_video_score2_overall_reward_mean': '9.37011719', 'gathered_video_score2_overall_reward_std': '1.17962563', 'gathered_video_score2_ta_reward_mean': '3.12670898', 'gathered_video_score2_ta_reward_std': '0.54844302', 'gathered_video_score2_vq_reward_mean': '3.01501465', 'gathered_video_score2_vq_reward_std': '0.47419989', 'gathered_ori_avg_reward_mean': '9.37316895', 'gathered_ori_avg_reward_std': '1.18065453'}
+2026-06-27 07:03:47.826 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=160 (missing=0, unexpected=0)
+2026-06-27 07:03:49.507 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 07:03:49.691 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:03:49.801 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-27 07:04:57.101 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000160/group_0/index_4677_seed_31510_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:05:14.680 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:05:14.711 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.95s/it]
+2026-06-27 07:06:20.802 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000160/group_0/index_4677_seed_31511_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:06:39.597 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 07:06:39.760 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 07:06:40.677 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.65s/it]
+2026-06-27 07:08:32.599 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.71s (1.86min)
+2026-06-27 07:08:33.334 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 07:10:30.348 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 160: training:  50%|█████     | 1/2 [03:26<03:26, 206.45s/it]             2026-06-27 07:17:28.508 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 161, train_steps: 6440
+Global Step 160: training: 100%|██████████| 2/2 [06:58<00:00, 209.07s/it]0, 10.48s/it]
+2026-06-27 07:17:29.099 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 261	train_steps 6440	{'step': '261/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.01126826', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.78433228', 'grpo_loop_time': '418.14816284', 'ref_model_time': '111.71134949', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86020732', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.16113281', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00877523', 'kl_moving': '0.00877523', 'kl_stepwise': '-1.850e-08', 'gathered_avg_reward_mean': '9.16162109', 'gathered_avg_reward_std': '1.01445329', 'gathered_video_score2_mq_reward_mean': '3.17285156', 'gathered_video_score2_mq_reward_std': '0.29015413', 'gathered_video_score2_overall_reward_mean': '9.16113281', 'gathered_video_score2_overall_reward_std': '1.01382375', 'gathered_video_score2_ta_reward_mean': '3.10839844', 'gathered_video_score2_ta_reward_std': '0.50148457', 'gathered_video_score2_vq_reward_mean': '2.88037109', 'gathered_video_score2_vq_reward_std': '0.44914418', 'gathered_ori_avg_reward_mean': '9.16162109', 'gathered_ori_avg_reward_std': '1.01445329'}
+2026-06-27 07:17:29.344 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 07:17:29.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:17:29.474 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-27 07:18:35.194 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000161/group_0/index_8624_seed_17155_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:18:47.336 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:18:47.337 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.33s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.33s/it]
+2026-06-27 07:20:00.841 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000161/group_0/index_8624_seed_17156_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:20:21.812 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 07:20:21.981 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 07:20:23.000 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.74s/it]
+2026-06-27 07:22:14.766 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.71s (1.86min)
+2026-06-27 07:22:15.521 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 07:24:14.634 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 161: training:  50%|█████     | 1/2 [03:28<03:28, 208.51s/it]             2026-06-27 07:31:15.404 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 162, train_steps: 6480
+Global Step 161: training: 100%|██████████| 2/2 [07:00<00:00, 210.38s/it]0, 10.50s/it]
+2026-06-27 07:31:16.061 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 262	train_steps 6480	{'step': '262/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00568398', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.13201904', 'grpo_loop_time': '420.75360107', 'ref_model_time': '111.70786285', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85358745', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.16015625', 'token_credit_video_advantage_mean': '3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00811997', 'kl_moving': '0.00811997', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.16003418', 'gathered_avg_reward_std': '0.89894265', 'gathered_video_score2_mq_reward_mean': '3.15283203', 'gathered_video_score2_mq_reward_std': '0.31606209', 'gathered_video_score2_overall_reward_mean': '9.16015625', 'gathered_video_score2_overall_reward_std': '0.89621836', 'gathered_video_score2_ta_reward_mean': '3.02978516', 'gathered_video_score2_ta_reward_std': '0.63569623', 'gathered_video_score2_vq_reward_mean': '2.97741699', 'gathered_video_score2_vq_reward_std': '0.35850650', 'gathered_ori_avg_reward_mean': '9.16003418', 'gathered_ori_avg_reward_std': '0.89894265'}
+2026-06-27 07:31:16.117 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 07:31:16.215 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:31:16.252 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 07:32:22.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000162/group_0/index_3190_seed_19671_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:32:35.815 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:32:35.819 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-27 07:33:49.512 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000162/group_0/index_3190_seed_19672_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:34:11.154 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 07:34:11.330 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 07:34:12.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it]
+2026-06-27 07:36:05.770 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.52s (1.89min)
+2026-06-27 07:36:06.540 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 07:38:06.068 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 162: training:  50%|█████     | 1/2 [03:28<03:28, 208.44s/it]             2026-06-27 07:45:06.682 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 163, train_steps: 6520
+Global Step 162: training: 100%|██████████| 2/2 [07:00<00:00, 210.31s/it]0, 10.50s/it]
+2026-06-27 07:45:07.293 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 263	train_steps 6520	{'step': '263/10000', 'learning_rate': '0.00001000', 'loss': '-2.980e-09', 'grad_norm': '0.00658566', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.37322998', 'grpo_loop_time': '420.62213135', 'ref_model_time': '113.51618195', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85595238', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.12597656', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.364e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.980e-09', 'kl_loss': '0.00850507', 'kl_moving': '0.00850507', 'kl_stepwise': '-1.859e-08', 'gathered_avg_reward_mean': '9.12609863', 'gathered_avg_reward_std': '0.85592222', 'gathered_video_score2_mq_reward_mean': '3.12207031', 'gathered_video_score2_mq_reward_std': '0.25908002', 'gathered_video_score2_overall_reward_mean': '9.12597656', 'gathered_video_score2_overall_reward_std': '0.85805953', 'gathered_video_score2_ta_reward_mean': '3.10583496', 'gathered_video_score2_ta_reward_std': '0.51921898', 'gathered_video_score2_vq_reward_mean': '2.89819336', 'gathered_video_score2_vq_reward_std': '0.47321072', 'gathered_ori_avg_reward_mean': '9.12609863', 'gathered_ori_avg_reward_std': '0.85592222'}
+2026-06-27 07:45:07.402 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 07:45:07.489 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:45:07.521 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 07:46:13.528 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000163/group_0/index_1399_seed_15704_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:46:26.171 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:46:26.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-27 07:47:38.467 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000163/group_0/index_1399_seed_15705_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 07:48:01.241 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 07:48:01.406 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 07:48:02.400 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it]
+2026-06-27 07:49:55.436 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.89s (1.88min)
+2026-06-27 07:49:56.208 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 07:51:53.044 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 163: training:  50%|█████     | 1/2 [03:26<03:26, 206.84s/it]             2026-06-27 07:58:51.461 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 164, train_steps: 6560
+Global Step 163: training: 100%|██████████| 2/2 [06:58<00:00, 209.22s/it]0, 10.35s/it]
+2026-06-27 07:58:52.098 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 264	train_steps 6560	{'step': '264/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00547646', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.76095581', 'grpo_loop_time': '418.44869995', 'ref_model_time': '112.88567352', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87024766', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.08398438', 'token_credit_video_advantage_mean': '-3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.372e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.382e-09', 'kl_loss': '0.00811965', 'kl_moving': '0.00811965', 'kl_stepwise': '-1.857e-08', 'gathered_avg_reward_mean': '9.08422852', 'gathered_avg_reward_std': '1.14789963', 'gathered_video_score2_mq_reward_mean': '3.16967773', 'gathered_video_score2_mq_reward_std': '0.46070462', 'gathered_video_score2_overall_reward_mean': '9.08398438', 'gathered_video_score2_overall_reward_std': '1.15327525', 'gathered_video_score2_ta_reward_mean': '2.92431641', 'gathered_video_score2_ta_reward_std': '0.58312291', 'gathered_video_score2_vq_reward_mean': '2.99023438', 'gathered_video_score2_vq_reward_std': '0.53540212', 'gathered_ori_avg_reward_mean': '9.08422852', 'gathered_ori_avg_reward_std': '1.14789963'}
+2026-06-27 07:58:52.194 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 07:58:52.287 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 07:58:52.334 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.88s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-27 07:59:57.995 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000164/group_0/index_2623_seed_17235_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:00:18.802 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:00:18.804 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 08:01:23.848 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000164/group_0/index_2623_seed_17236_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:01:45.186 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 08:01:45.281 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 08:01:46.368 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-27 08:03:38.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.75s (1.86min)
+2026-06-27 08:03:39.003 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 08:05:37.927 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 164: training:  50%|█████     | 1/2 [03:27<03:27, 207.90s/it]             2026-06-27 08:12:37.140 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 165, train_steps: 6600
+Global Step 164: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]0, 10.34s/it]
+2026-06-27 08:12:37.829 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 265	train_steps 6600	{'step': '265/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00442980', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.76150513', 'grpo_loop_time': '419.22872925', 'ref_model_time': '111.75329590', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87693453', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.95019531', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00788614', 'kl_moving': '0.00788614', 'kl_stepwise': '-1.933e-08', 'gathered_avg_reward_mean': '8.94909668', 'gathered_avg_reward_std': '1.37492573', 'gathered_video_score2_mq_reward_mean': '3.06274414', 'gathered_video_score2_mq_reward_std': '0.53468198', 'gathered_video_score2_overall_reward_mean': '8.95019531', 'gathered_video_score2_overall_reward_std': '1.37539637', 'gathered_video_score2_ta_reward_mean': '2.90771484', 'gathered_video_score2_ta_reward_std': '0.63346905', 'gathered_video_score2_vq_reward_mean': '2.97863770', 'gathered_video_score2_vq_reward_std': '0.51196331', 'gathered_ori_avg_reward_mean': '8.94909668', 'gathered_ori_avg_reward_std': '1.37492573'}
+2026-06-27 08:12:37.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 08:12:37.974 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:12:38.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 08:13:43.689 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000165/group_0/index_5670_seed_16870_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:13:57.653 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:13:57.657 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.30s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.30s/it]
+2026-06-27 08:15:10.695 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000165/group_0/index_5670_seed_16871_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:15:30.649 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 08:15:30.814 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 08:15:31.754 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-27 08:17:23.022 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.26s (1.85min)
+2026-06-27 08:17:23.767 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 08:19:21.039 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 165: training:  50%|█████     | 1/2 [03:27<03:27, 207.31s/it]             2026-06-27 08:26:19.887 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 166, train_steps: 6640
+Global Step 165: training: 100%|██████████| 2/2 [06:58<00:00, 209.41s/it]0, 10.33s/it]
+2026-06-27 08:26:20.483 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 266	train_steps 6640	{'step': '266/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00562587', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.84362793', 'grpo_loop_time': '418.83157349', 'ref_model_time': '111.26440430', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84633380', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.67480469', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00843830', 'kl_moving': '0.00843830', 'kl_stepwise': '-1.912e-08', 'gathered_avg_reward_mean': '8.67492676', 'gathered_avg_reward_std': '0.85480142', 'gathered_video_score2_mq_reward_mean': '3.06689453', 'gathered_video_score2_mq_reward_std': '0.25948599', 'gathered_video_score2_overall_reward_mean': '8.67480469', 'gathered_video_score2_overall_reward_std': '0.85291821', 'gathered_video_score2_ta_reward_mean': '2.82482910', 'gathered_video_score2_ta_reward_std': '0.58438891', 'gathered_video_score2_vq_reward_mean': '2.78320312', 'gathered_video_score2_vq_reward_std': '0.45927310', 'gathered_ori_avg_reward_mean': '8.67492676', 'gathered_ori_avg_reward_std': '0.85480142'}
+2026-06-27 08:26:20.583 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 08:26:20.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:26:20.696 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 08:27:26.681 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000166/group_0/index_9254_seed_15485_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:27:39.499 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:27:39.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.26s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.26s/it]
+2026-06-27 08:28:51.670 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000166/group_0/index_9254_seed_15486_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:29:09.907 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 08:29:10.191 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 08:29:11.086 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-27 08:31:03.055 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.96s (1.87min)
+2026-06-27 08:31:03.792 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 08:33:00.860 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 166: training:  50%|█████     | 1/2 [03:29<03:29, 209.88s/it]             2026-06-27 08:40:02.141 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 167, train_steps: 6680
+Global Step 166: training: 100%|██████████| 2/2 [07:01<00:00, 210.65s/it]0, 10.34s/it]
+2026-06-27 08:40:02.745 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 267	train_steps 6680	{'step': '267/10000', 'learning_rate': '0.00001000', 'loss': '5.122e-09', 'grad_norm': '0.00821296', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.16378784', 'grpo_loop_time': '421.29678345', 'ref_model_time': '111.96359253', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86309969', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.24267578', 'token_credit_video_advantage_mean': '-8.324e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.00895909', 'kl_moving': '0.00895909', 'kl_stepwise': '-1.977e-08', 'gathered_avg_reward_mean': '9.24096680', 'gathered_avg_reward_std': '0.99250865', 'gathered_video_score2_mq_reward_mean': '3.11816406', 'gathered_video_score2_mq_reward_std': '0.32981655', 'gathered_video_score2_overall_reward_mean': '9.24267578', 'gathered_video_score2_overall_reward_std': '0.99715388', 'gathered_video_score2_ta_reward_mean': '3.20678711', 'gathered_video_score2_ta_reward_std': '0.49876052', 'gathered_video_score2_vq_reward_mean': '2.91601562', 'gathered_video_score2_vq_reward_std': '0.43537825', 'gathered_ori_avg_reward_mean': '9.24096680', 'gathered_ori_avg_reward_std': '0.99250871'}
+2026-06-27 08:40:02.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 08:40:02.940 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:40:02.994 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 08:41:08.853 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000167/group_0/index_6713_seed_23219_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:41:23.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:41:23.975 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-27 08:42:35.875 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000167/group_0/index_6713_seed_23220_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:42:56.931 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 08:42:57.099 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 08:42:57.907 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-27 08:44:50.990 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.98s (1.88min)
+2026-06-27 08:44:51.736 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 08:46:48.915 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 167: training:  50%|█████     | 1/2 [03:26<03:26, 206.85s/it]             2026-06-27 08:53:47.090 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 168, train_steps: 6720
+Global Step 167: training: 100%|██████████| 2/2 [06:58<00:00, 209.08s/it]0, 10.34s/it]
+2026-06-27 08:53:47.719 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 268	train_steps 6720	{'step': '268/10000', 'learning_rate': '0.00001000', 'loss': '1.071e-08', 'grad_norm': '0.00510306', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.84100342', 'grpo_loop_time': '418.15655518', 'ref_model_time': '112.98004913', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87168431', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.40380859', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00903295', 'kl_moving': '0.00903295', 'kl_stepwise': '-2.039e-08', 'gathered_avg_reward_mean': '9.39770508', 'gathered_avg_reward_std': '0.99030918', 'gathered_video_score2_mq_reward_mean': '3.16345215', 'gathered_video_score2_mq_reward_std': '0.36671269', 'gathered_video_score2_overall_reward_mean': '9.40380859', 'gathered_video_score2_overall_reward_std': '0.99093032', 'gathered_video_score2_ta_reward_mean': '3.20056152', 'gathered_video_score2_ta_reward_std': '0.56663364', 'gathered_video_score2_vq_reward_mean': '3.03369141', 'gathered_video_score2_vq_reward_std': '0.29438743', 'gathered_ori_avg_reward_mean': '9.39770508', 'gathered_ori_avg_reward_std': '0.99030924'}
+2026-06-27 08:53:47.776 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 08:53:47.863 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:53:47.902 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 08:54:54.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000168/group_0/index_6348_seed_27062_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:55:10.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 08:55:10.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.33s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.33s/it]
+2026-06-27 08:56:23.668 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000168/group_0/index_6348_seed_27063_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 08:56:49.418 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 08:56:49.584 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 08:56:50.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.71s/it]
+2026-06-27 08:58:42.111 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.61s (1.86min)
+2026-06-27 08:58:42.854 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 09:00:42.005 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 168: training:  50%|█████     | 1/2 [03:27<03:27, 207.14s/it]             2026-06-27 09:07:40.879 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 169, train_steps: 6760
+Global Step 168: training: 100%|██████████| 2/2 [06:58<00:00, 209.43s/it]0, 10.35s/it]
+2026-06-27 09:07:41.538 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 269	train_steps 6760	{'step': '269/10000', 'learning_rate': '0.00001000', 'loss': '1.676e-08', 'grad_norm': '0.00647170', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '295.03164673', 'grpo_loop_time': '418.85745239', 'ref_model_time': '111.60657501', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85394299', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.45458984', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.676e-08', 'kl_loss': '0.00923856', 'kl_moving': '0.00923856', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '9.45544434', 'gathered_avg_reward_std': '0.98977166', 'gathered_video_score2_mq_reward_mean': '3.15490723', 'gathered_video_score2_mq_reward_std': '0.38680148', 'gathered_video_score2_overall_reward_mean': '9.45458984', 'gathered_video_score2_overall_reward_std': '0.99315482', 'gathered_video_score2_ta_reward_mean': '3.30932617', 'gathered_video_score2_ta_reward_std': '0.51476741', 'gathered_video_score2_vq_reward_mean': '2.99121094', 'gathered_video_score2_vq_reward_std': '0.39318377', 'gathered_ori_avg_reward_mean': '9.45544434', 'gathered_ori_avg_reward_std': '0.98977166'}
+2026-06-27 09:07:41.592 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 09:07:41.690 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:07:41.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 09:08:47.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000169/group_0/index_2266_seed_11959_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:09:02.795 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:09:02.799 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 09:10:14.125 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000169/group_0/index_2266_seed_11960_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:10:36.473 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 09:10:36.648 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 09:10:37.480 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-27 09:12:28.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.24s (1.85min)
+2026-06-27 09:12:29.574 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 09:14:26.640 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 169: training:  50%|█████     | 1/2 [03:26<03:26, 206.85s/it]             2026-06-27 09:21:25.046 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 170, train_steps: 6800
+Global Step 169: training: 100%|██████████| 2/2 [06:58<00:00, 209.20s/it]0, 10.35s/it]
+2026-06-27 09:21:25.697 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 270	train_steps 6800	{'step': '270/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00510165', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.93811035', 'grpo_loop_time': '418.41006470', 'ref_model_time': '111.24186707', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84422463', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.29736328', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00933365', 'kl_moving': '0.00933366', 'kl_stepwise': '-1.871e-08', 'gathered_avg_reward_mean': '9.29589844', 'gathered_avg_reward_std': '1.02741468', 'gathered_video_score2_mq_reward_mean': '3.20288086', 'gathered_video_score2_mq_reward_std': '0.32853737', 'gathered_video_score2_overall_reward_mean': '9.29736328', 'gathered_video_score2_overall_reward_std': '1.02669740', 'gathered_video_score2_ta_reward_mean': '3.00598145', 'gathered_video_score2_ta_reward_std': '0.60123861', 'gathered_video_score2_vq_reward_mean': '3.08703613', 'gathered_video_score2_vq_reward_std': '0.41148609', 'gathered_ori_avg_reward_mean': '9.29589844', 'gathered_ori_avg_reward_std': '1.02741480'}
+2026-06-27 09:22:00.983 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=170 (missing=0, unexpected=0)
+2026-06-27 09:22:02.802 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 09:22:02.956 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:22:03.017 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.95s/it]
+2026-06-27 09:23:10.245 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000170/group_0/index_4261_seed_6135_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:23:24.484 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:23:24.488 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 09:24:34.651 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000170/group_0/index_4261_seed_6136_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:24:54.672 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 09:24:54.842 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 09:24:55.771 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.77s/it]
+2026-06-27 09:26:46.454 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.68s (1.84min)
+2026-06-27 09:26:47.155 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 09:28:44.171 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 170: training:  50%|█████     | 1/2 [03:27<03:27, 207.05s/it]             2026-06-27 09:35:42.472 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 171, train_steps: 6840
+Global Step 170: training: 100%|██████████| 2/2 [06:58<00:00, 209.14s/it]0, 10.34s/it]
+2026-06-27 09:35:43.131 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 271	train_steps 6840	{'step': '271/10000', 'learning_rate': '0.00001000', 'loss': '-3.260e-09', 'grad_norm': '0.00521315', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.30859375', 'grpo_loop_time': '418.27679443', 'ref_model_time': '110.67932129', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86027294', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.30078125', 'token_credit_video_advantage_mean': '4.889e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.260e-09', 'kl_loss': '0.00810925', 'kl_moving': '0.00810925', 'kl_stepwise': '-1.912e-08', 'gathered_avg_reward_mean': '9.30590820', 'gathered_avg_reward_std': '0.96234798', 'gathered_video_score2_mq_reward_mean': '3.24707031', 'gathered_video_score2_mq_reward_std': '0.37344930', 'gathered_video_score2_overall_reward_mean': '9.30078125', 'gathered_video_score2_overall_reward_std': '0.96197701', 'gathered_video_score2_ta_reward_mean': '3.00415039', 'gathered_video_score2_ta_reward_std': '0.62471914', 'gathered_video_score2_vq_reward_mean': '3.05468750', 'gathered_video_score2_vq_reward_std': '0.45192796', 'gathered_ori_avg_reward_mean': '9.30590820', 'gathered_ori_avg_reward_std': '0.96234792'}
+2026-06-27 09:35:43.220 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 09:35:43.305 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:35:43.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 09:36:49.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000171/group_0/index_8454_seed_19743_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:37:04.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:37:04.143 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 09:38:13.757 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000171/group_0/index_8454_seed_19744_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:38:34.282 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 09:38:34.471 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 09:38:35.252 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.17s/it]
+2026-06-27 09:40:27.277 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.89s (1.86min)
+2026-06-27 09:40:28.047 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 09:42:25.201 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 171: training:  50%|█████     | 1/2 [03:27<03:27, 207.31s/it]             2026-06-27 09:49:25.189 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 172, train_steps: 6880
+Global Step 171: training: 100%|██████████| 2/2 [06:59<00:00, 209.99s/it]0, 10.35s/it]
+2026-06-27 09:49:25.831 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 272	train_steps 6880	{'step': '272/10000', 'learning_rate': '0.00001000', 'loss': '3.260e-09', 'grad_norm': '0.00470552', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.78125000', 'grpo_loop_time': '419.98437500', 'ref_model_time': '111.88682556', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85870159', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20068359', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-09', 'kl_loss': '0.00806868', 'kl_moving': '0.00806869', 'kl_stepwise': '-1.950e-08', 'gathered_avg_reward_mean': '9.20056152', 'gathered_avg_reward_std': '1.03002298', 'gathered_video_score2_mq_reward_mean': '3.19848633', 'gathered_video_score2_mq_reward_std': '0.36049503', 'gathered_video_score2_overall_reward_mean': '9.20068359', 'gathered_video_score2_overall_reward_std': '1.02918839', 'gathered_video_score2_ta_reward_mean': '3.02795410', 'gathered_video_score2_ta_reward_std': '0.61889076', 'gathered_video_score2_vq_reward_mean': '2.97412109', 'gathered_video_score2_vq_reward_std': '0.33750337', 'gathered_ori_avg_reward_mean': '9.20056152', 'gathered_ori_avg_reward_std': '1.03002310'}
+2026-06-27 09:49:25.898 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 09:49:25.985 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:49:26.030 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 09:50:31.865 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000172/group_0/index_8254_seed_31702_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:50:44.786 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 09:50:44.789 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-27 09:51:58.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000172/group_0/index_8254_seed_31703_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 09:52:16.871 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 09:52:16.995 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 09:52:18.107 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.85s/it]
+2026-06-27 09:54:10.098 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.94s (1.87min)
+2026-06-27 09:54:10.871 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 09:56:08.217 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 172: training:  50%|█████     | 1/2 [03:27<03:27, 207.40s/it]             2026-06-27 10:03:07.251 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 173, train_steps: 6920
+Global Step 172: training: 100%|██████████| 2/2 [06:59<00:00, 209.50s/it]0, 10.34s/it]
+2026-06-27 10:03:07.931 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 273	train_steps 6920	{'step': '273/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00602677', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.92709351', 'grpo_loop_time': '419.01220703', 'ref_model_time': '111.94496918', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84582579', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.34570312', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.442e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-08', 'kl_loss': '0.00805602', 'kl_moving': '0.00805602', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '9.34716797', 'gathered_avg_reward_std': '1.12892807', 'gathered_video_score2_mq_reward_mean': '3.22387695', 'gathered_video_score2_mq_reward_std': '0.39612395', 'gathered_video_score2_overall_reward_mean': '9.34570312', 'gathered_video_score2_overall_reward_std': '1.12568986', 'gathered_video_score2_ta_reward_mean': '3.07275391', 'gathered_video_score2_ta_reward_std': '0.58558077', 'gathered_video_score2_vq_reward_mean': '3.05053711', 'gathered_video_score2_vq_reward_std': '0.47167659', 'gathered_ori_avg_reward_mean': '9.34716797', 'gathered_ori_avg_reward_std': '1.12892807'}
+2026-06-27 10:03:07.982 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 10:03:08.078 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:03:08.122 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 10:04:13.963 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000173/group_0/index_4468_seed_16539_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:04:27.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:04:27.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-27 10:05:39.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000173/group_0/index_4468_seed_16540_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:05:59.862 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 10:06:00.029 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 10:06:00.953 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.56s/it]
+2026-06-27 10:07:54.011 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.05s (1.88min)
+2026-06-27 10:07:54.746 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 10:09:52.461 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 173: training:  50%|█████     | 1/2 [03:28<03:28, 208.07s/it]             2026-06-27 10:16:52.257 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 174, train_steps: 6960
+Global Step 173: training: 100%|██████████| 2/2 [06:59<00:00, 209.89s/it]0, 10.34s/it]
+2026-06-27 10:16:52.908 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 274	train_steps 6960	{'step': '274/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00425134', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.71963501', 'grpo_loop_time': '419.78320312', 'ref_model_time': '113.05483246', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83778763', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.24951172', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00777572', 'kl_moving': '0.00777572', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '9.25036621', 'gathered_avg_reward_std': '1.06054461', 'gathered_video_score2_mq_reward_mean': '3.18945312', 'gathered_video_score2_mq_reward_std': '0.34597889', 'gathered_video_score2_overall_reward_mean': '9.24951172', 'gathered_video_score2_overall_reward_std': '1.06059527', 'gathered_video_score2_ta_reward_mean': '3.01782227', 'gathered_video_score2_ta_reward_std': '0.68843776', 'gathered_video_score2_vq_reward_mean': '3.04309082', 'gathered_video_score2_vq_reward_std': '0.36831036', 'gathered_ori_avg_reward_mean': '9.25036621', 'gathered_ori_avg_reward_std': '1.06054461'}
+2026-06-27 10:16:52.958 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 10:16:53.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:16:53.077 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 10:17:58.925 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000174/group_0/index_2797_seed_13962_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:18:13.348 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:18:13.353 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-27 10:19:24.356 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000174/group_0/index_2797_seed_13963_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:19:45.587 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 10:19:45.753 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 10:19:46.778 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it]
+2026-06-27 10:21:38.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.57s (1.86min)
+2026-06-27 10:21:39.138 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 10:23:38.601 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 174: training:  50%|█████     | 1/2 [03:28<03:28, 208.67s/it]             2026-06-27 10:30:38.682 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 175, train_steps: 7000
+Global Step 174: training: 100%|██████████| 2/2 [07:00<00:00, 210.03s/it]0, 10.32s/it]
+2026-06-27 10:30:39.337 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 275	train_steps 7000	{'step': '275/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-10', 'grad_norm': '0.00905960', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.13476562', 'grpo_loop_time': '420.06277466', 'ref_model_time': '111.56816864', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.81202680', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19726562', 'token_credit_video_advantage_mean': '7.101e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00786690', 'kl_moving': '0.00786691', 'kl_stepwise': '-1.976e-08', 'gathered_avg_reward_mean': '9.19921875', 'gathered_avg_reward_std': '1.30472410', 'gathered_video_score2_mq_reward_mean': '3.18115234', 'gathered_video_score2_mq_reward_std': '0.43421549', 'gathered_video_score2_overall_reward_mean': '9.19726562', 'gathered_video_score2_overall_reward_std': '1.30440533', 'gathered_video_score2_ta_reward_mean': '2.87927246', 'gathered_video_score2_ta_reward_std': '0.71339339', 'gathered_video_score2_vq_reward_mean': '3.13879395', 'gathered_video_score2_vq_reward_std': '0.48117632', 'gathered_ori_avg_reward_mean': '9.19921875', 'gathered_ori_avg_reward_std': '1.30472410'}
+2026-06-27 10:31:46.501 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 275 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-275
+2026-06-27 10:31:46.638 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 275: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-275
+2026-06-27 10:31:49.732 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-250
+2026-06-27 10:31:49.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 10:31:49.834 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:31:49.946 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 10:32:55.934 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000175/group_0/index_5551_seed_26851_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:33:11.138 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:33:11.139 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-27 10:34:21.595 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000175/group_0/index_5551_seed_26852_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:34:42.767 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 10:34:42.934 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 10:34:43.881 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-27 10:36:35.427 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.54s (1.86min)
+2026-06-27 10:36:36.165 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 10:38:33.380 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 175: training:  50%|█████     | 1/2 [03:26<03:26, 206.23s/it]             2026-06-27 10:45:31.032 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 176, train_steps: 7040
+Global Step 175: training: 100%|██████████| 2/2 [06:57<00:00, 208.82s/it]0, 10.35s/it]
+2026-06-27 10:45:31.682 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 276	train_steps 7040	{'step': '276/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00502242', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.38287354', 'grpo_loop_time': '417.64547729', 'ref_model_time': '111.54138184', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85898662', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23193359', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00864897', 'kl_moving': '0.00864897', 'kl_stepwise': '-1.988e-08', 'gathered_avg_reward_mean': '9.23461914', 'gathered_avg_reward_std': '1.14262652', 'gathered_video_score2_mq_reward_mean': '3.14221191', 'gathered_video_score2_mq_reward_std': '0.48922014', 'gathered_video_score2_overall_reward_mean': '9.23193359', 'gathered_video_score2_overall_reward_std': '1.14234674', 'gathered_video_score2_ta_reward_mean': '2.95593262', 'gathered_video_score2_ta_reward_std': '0.66397542', 'gathered_video_score2_vq_reward_mean': '3.13647461', 'gathered_video_score2_vq_reward_std': '0.40262091', 'gathered_ori_avg_reward_mean': '9.23461914', 'gathered_ori_avg_reward_std': '1.14262652'}
+2026-06-27 10:45:31.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 10:45:31.825 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:45:31.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-27 10:46:38.173 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000176/group_0/index_786_seed_8818_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:46:54.321 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:46:54.324 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 10:48:03.964 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000176/group_0/index_786_seed_8819_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 10:48:26.354 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 10:48:26.520 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 10:48:27.449 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-27 10:50:18.940 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.49s (1.86min)
+2026-06-27 10:50:19.677 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 10:52:18.501 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 176: training:  50%|█████     | 1/2 [03:25<03:25, 205.78s/it]             2026-06-27 10:59:15.756 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 177, train_steps: 7080
+Global Step 176: training: 100%|██████████| 2/2 [06:57<00:00, 208.60s/it]0, 10.34s/it]
+2026-06-27 10:59:16.410 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 277	train_steps 7080	{'step': '277/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-10', 'grad_norm': '0.00566599', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.89746094', 'grpo_loop_time': '417.22482300', 'ref_model_time': '111.48675537', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86506110', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28515625', 'token_credit_video_advantage_mean': '-3.958e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00913278', 'kl_moving': '0.00913278', 'kl_stepwise': '-1.830e-08', 'gathered_avg_reward_mean': '9.29016113', 'gathered_avg_reward_std': '1.17615902', 'gathered_video_score2_mq_reward_mean': '3.15051270', 'gathered_video_score2_mq_reward_std': '0.41255632', 'gathered_video_score2_overall_reward_mean': '9.28515625', 'gathered_video_score2_overall_reward_std': '1.17770040', 'gathered_video_score2_ta_reward_mean': '3.13208008', 'gathered_video_score2_ta_reward_std': '0.69213927', 'gathered_video_score2_vq_reward_mean': '3.00756836', 'gathered_video_score2_vq_reward_std': '0.45114222', 'gathered_ori_avg_reward_mean': '9.29016113', 'gathered_ori_avg_reward_std': '1.17615902'}
+2026-06-27 10:59:16.462 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 10:59:16.561 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 10:59:16.598 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 11:00:22.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000177/group_0/index_2420_seed_29966_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:00:35.502 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:00:35.506 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.37s/it][01:07<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.38s/it]
+2026-06-27 11:01:49.919 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000177/group_0/index_2420_seed_29967_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:02:12.070 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 11:02:12.225 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 11:02:13.070 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it]
+2026-06-27 11:04:06.160 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.00s (1.88min)
+2026-06-27 11:04:06.908 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 11:06:06.388 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 177: training:  50%|█████     | 1/2 [03:28<03:28, 208.46s/it]             2026-06-27 11:13:06.253 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 178, train_steps: 7120
+Global Step 177: training: 100%|██████████| 2/2 [06:59<00:00, 209.92s/it]0, 10.34s/it]
+2026-06-27 11:13:06.836 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 278	train_steps 7120	{'step': '278/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-09', 'grad_norm': '0.00637259', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.40097046', 'grpo_loop_time': '419.84011841', 'ref_model_time': '112.99537659', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88376623', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.74902344', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.00971166', 'kl_moving': '0.00971166', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '9.74621582', 'gathered_avg_reward_std': '1.18939137', 'gathered_video_score2_mq_reward_mean': '3.30688477', 'gathered_video_score2_mq_reward_std': '0.41077304', 'gathered_video_score2_overall_reward_mean': '9.74902344', 'gathered_video_score2_overall_reward_std': '1.19276905', 'gathered_video_score2_ta_reward_mean': '3.29785156', 'gathered_video_score2_ta_reward_std': '0.54370505', 'gathered_video_score2_vq_reward_mean': '3.14147949', 'gathered_video_score2_vq_reward_std': '0.43240467', 'gathered_ori_avg_reward_mean': '9.74621582', 'gathered_ori_avg_reward_std': '1.18939137'}
+2026-06-27 11:13:06.921 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 11:13:07.005 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:13:07.057 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 11:14:13.507 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000178/group_0/index_8420_seed_11922_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:14:27.867 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:14:27.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-27 11:15:36.138 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000178/group_0/index_8420_seed_11923_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:15:55.034 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 11:15:55.198 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 11:15:55.988 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.35s/it]
+2026-06-27 11:17:49.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.26s (1.89min)
+2026-06-27 11:17:50.127 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 11:19:47.735 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 178: training:  50%|█████     | 1/2 [03:27<03:27, 207.25s/it]             2026-06-27 11:26:46.427 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 179, train_steps: 7160
+Global Step 178: training: 100%|██████████| 2/2 [06:58<00:00, 209.35s/it]0, 10.34s/it]
+2026-06-27 11:26:47.016 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 279	train_steps 7160	{'step': '279/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00461107', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.16015625', 'grpo_loop_time': '418.70422363', 'ref_model_time': '113.25871277', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86517334', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.41552734', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00914952', 'kl_moving': '0.00914953', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.41638184', 'gathered_avg_reward_std': '1.03900349', 'gathered_video_score2_mq_reward_mean': '3.19506836', 'gathered_video_score2_mq_reward_std': '0.32689026', 'gathered_video_score2_overall_reward_mean': '9.41552734', 'gathered_video_score2_overall_reward_std': '1.03523254', 'gathered_video_score2_ta_reward_mean': '3.12011719', 'gathered_video_score2_ta_reward_std': '0.55109370', 'gathered_video_score2_vq_reward_mean': '3.10119629', 'gathered_video_score2_vq_reward_std': '0.42623666', 'gathered_ori_avg_reward_mean': '9.41638184', 'gathered_ori_avg_reward_std': '1.03900349'}
+2026-06-27 11:26:47.154 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 11:26:47.238 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:26:47.301 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 11:27:53.395 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000179/group_0/index_7617_seed_32476_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:28:10.664 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:28:10.667 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.20s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.20s/it]
+2026-06-27 11:29:21.631 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000179/group_0/index_7617_seed_32477_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:29:40.798 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 11:29:40.982 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 11:29:42.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-27 11:31:33.612 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.40s (1.86min)
+2026-06-27 11:31:34.338 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 11:33:31.499 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 179: training:  50%|█████     | 1/2 [03:26<03:26, 206.75s/it]             2026-06-27 11:40:28.517 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 180, train_steps: 7200
+Global Step 179: training: 100%|██████████| 2/2 [06:57<00:00, 208.51s/it]0, 10.16s/it]
+2026-06-27 11:40:29.216 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 280	train_steps 7200	{'step': '280/10000', 'learning_rate': '0.00001000', 'loss': '-3.469e-09', 'grad_norm': '0.00468202', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.14038086', 'grpo_loop_time': '417.01806641', 'ref_model_time': '111.40110779', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87423664', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.90185547', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.378e-09', 'kl_loss': '0.00962103', 'kl_moving': '0.00962103', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '8.90039062', 'gathered_avg_reward_std': '0.90922010', 'gathered_video_score2_mq_reward_mean': '3.06958008', 'gathered_video_score2_mq_reward_std': '0.32260197', 'gathered_video_score2_overall_reward_mean': '8.90185547', 'gathered_video_score2_overall_reward_std': '0.90752649', 'gathered_video_score2_ta_reward_mean': '2.92932129', 'gathered_video_score2_ta_reward_std': '0.53730363', 'gathered_video_score2_vq_reward_mean': '2.90148926', 'gathered_video_score2_vq_reward_std': '0.46348074', 'gathered_ori_avg_reward_mean': '8.90039062', 'gathered_ori_avg_reward_std': '0.90922010'}
+2026-06-27 11:41:04.344 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=180 (missing=0, unexpected=0)
+2026-06-27 11:41:06.036 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 11:41:06.243 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:41:06.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-27 11:42:13.215 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000180/group_0/index_9409_seed_10560_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:42:29.998 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:42:30.002 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-27 11:43:38.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000180/group_0/index_9409_seed_10561_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:43:58.130 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 11:43:58.293 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 11:43:59.125 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.30s/it]
+2026-06-27 11:45:52.332 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.10s (1.89min)
+2026-06-27 11:45:53.154 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 11:47:50.347 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 180: training:  50%|█████     | 1/2 [03:26<03:26, 206.34s/it]             2026-06-27 11:54:47.119 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 181, train_steps: 7240
+Global Step 180: training: 100%|██████████| 2/2 [06:56<00:00, 208.38s/it]0, 10.18s/it]
+2026-06-27 11:54:47.687 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 281	train_steps 7240	{'step': '281/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00591921', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.07516479', 'grpo_loop_time': '416.76687622', 'ref_model_time': '113.10065460', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85686457', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.56689453', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00872860', 'kl_moving': '0.00872861', 'kl_stepwise': '-2.014e-08', 'gathered_avg_reward_mean': '9.56799316', 'gathered_avg_reward_std': '1.01511288', 'gathered_video_score2_mq_reward_mean': '3.30346680', 'gathered_video_score2_mq_reward_std': '0.34520957', 'gathered_video_score2_overall_reward_mean': '9.56689453', 'gathered_video_score2_overall_reward_std': '1.01923740', 'gathered_video_score2_ta_reward_mean': '3.28576660', 'gathered_video_score2_ta_reward_std': '0.60009718', 'gathered_video_score2_vq_reward_mean': '2.97875977', 'gathered_video_score2_vq_reward_std': '0.51759744', 'gathered_ori_avg_reward_mean': '9.56799316', 'gathered_ori_avg_reward_std': '1.01511288'}
+2026-06-27 11:54:47.928 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 11:54:48.011 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:54:48.037 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 11:55:53.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000181/group_0/index_2505_seed_5406_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:56:14.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 11:56:14.739 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-27 11:57:20.349 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000181/group_0/index_2505_seed_5407_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 11:57:44.542 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 11:57:44.633 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 11:57:45.485 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it]
+2026-06-27 11:59:36.707 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.99s (1.85min)
+2026-06-27 11:59:37.408 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 12:01:36.084 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 181: training:  50%|█████     | 1/2 [03:26<03:26, 206.87s/it]             2026-06-27 12:08:33.226 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 182, train_steps: 7280
+Global Step 181: training: 100%|██████████| 2/2 [06:57<00:00, 208.57s/it]0, 10.17s/it]
+2026-06-27 12:08:33.802 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 282	train_steps 7280	{'step': '282/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00502989', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.43630981', 'grpo_loop_time': '417.14068604', 'ref_model_time': '110.98550415', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87870884', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17285156', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.397e-08', 'kl_loss': '0.00821521', 'kl_moving': '0.00821521', 'kl_stepwise': '-1.905e-08', 'gathered_avg_reward_mean': '9.17419434', 'gathered_avg_reward_std': '1.03721750', 'gathered_video_score2_mq_reward_mean': '3.19531250', 'gathered_video_score2_mq_reward_std': '0.36913547', 'gathered_video_score2_overall_reward_mean': '9.17285156', 'gathered_video_score2_overall_reward_std': '1.04458368', 'gathered_video_score2_ta_reward_mean': '2.97241211', 'gathered_video_score2_ta_reward_std': '0.49725154', 'gathered_video_score2_vq_reward_mean': '3.00646973', 'gathered_video_score2_vq_reward_std': '0.52390110', 'gathered_ori_avg_reward_mean': '9.17419434', 'gathered_ori_avg_reward_std': '1.03721762'}
+2026-06-27 12:08:33.977 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 12:08:34.061 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:08:34.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 12:09:40.012 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000182/group_0/index_3757_seed_13202_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:10:00.045 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:10:00.048 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-27 12:11:06.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000182/group_0/index_3757_seed_13203_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:11:26.700 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 12:11:26.864 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 12:11:27.921 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-27 12:13:19.514 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.59s (1.86min)
+2026-06-27 12:13:20.268 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 12:15:19.834 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 182: training:  50%|█████     | 1/2 [03:27<03:27, 207.93s/it]             2026-06-27 12:22:18.647 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 183, train_steps: 7320
+Global Step 182: training: 100%|██████████| 2/2 [06:58<00:00, 209.40s/it]0, 10.17s/it]
+2026-06-27 12:22:19.338 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 283	train_steps 7320	{'step': '283/10000', 'learning_rate': '0.00001000', 'loss': '1.304e-09', 'grad_norm': '0.00423273', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.24520874', 'grpo_loop_time': '418.80325317', 'ref_model_time': '111.58992767', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86670041', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19042969', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.346e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.304e-09', 'kl_loss': '0.00809988', 'kl_moving': '0.00809989', 'kl_stepwise': '-1.905e-08', 'gathered_avg_reward_mean': '9.18920898', 'gathered_avg_reward_std': '1.09689879', 'gathered_video_score2_mq_reward_mean': '3.20690918', 'gathered_video_score2_mq_reward_std': '0.39736614', 'gathered_video_score2_overall_reward_mean': '9.19042969', 'gathered_video_score2_overall_reward_std': '1.09356475', 'gathered_video_score2_ta_reward_mean': '2.91540527', 'gathered_video_score2_ta_reward_std': '0.64217216', 'gathered_video_score2_vq_reward_mean': '3.06689453', 'gathered_video_score2_vq_reward_std': '0.44449338', 'gathered_ori_avg_reward_mean': '9.18920898', 'gathered_ori_avg_reward_std': '1.09689879'}
+2026-06-27 12:22:19.386 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 12:22:19.481 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:22:19.526 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 12:23:25.579 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000183/group_0/index_9857_seed_1086_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:23:39.936 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:23:39.940 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-27 12:24:50.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000183/group_0/index_9857_seed_1087_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:25:09.431 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 12:25:09.866 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 12:25:10.668 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it]
+2026-06-27 12:27:02.332 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.56s (1.86min)
+2026-06-27 12:27:03.082 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 12:29:00.787 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 183: training:  50%|█████     | 1/2 [03:29<03:29, 209.33s/it]             2026-06-27 12:36:00.500 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 184, train_steps: 7360
+Global Step 183: training: 100%|██████████| 2/2 [06:59<00:00, 209.85s/it]0, 10.17s/it]
+2026-06-27 12:36:01.059 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 284	train_steps 7360	{'step': '284/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00516566', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.64837646', 'grpo_loop_time': '419.69772339', 'ref_model_time': '111.56491852', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86480582', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.36376953', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.00834960', 'kl_moving': '0.00834960', 'kl_stepwise': '-1.998e-08', 'gathered_avg_reward_mean': '9.36437988', 'gathered_avg_reward_std': '0.91493571', 'gathered_video_score2_mq_reward_mean': '3.19262695', 'gathered_video_score2_mq_reward_std': '0.30933523', 'gathered_video_score2_overall_reward_mean': '9.36376953', 'gathered_video_score2_overall_reward_std': '0.91693538', 'gathered_video_score2_ta_reward_mean': '2.97302246', 'gathered_video_score2_ta_reward_std': '0.65899509', 'gathered_video_score2_vq_reward_mean': '3.19873047', 'gathered_video_score2_vq_reward_std': '0.32153052', 'gathered_ori_avg_reward_mean': '9.36437988', 'gathered_ori_avg_reward_std': '0.91493577'}
+2026-06-27 12:36:01.202 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 12:36:01.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:36:01.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 12:37:07.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000184/group_0/index_9587_seed_30337_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:37:25.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:37:25.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-27 12:38:33.440 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000184/group_0/index_9587_seed_30338_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:38:52.461 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 12:38:52.625 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 12:38:53.554 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.21s/it]
+2026-06-27 12:40:44.843 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.28s (1.85min)
+2026-06-27 12:40:45.598 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 12:42:44.005 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 184: training:  50%|█████     | 1/2 [03:27<03:27, 208.00s/it]             2026-06-27 12:49:43.389 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 185, train_steps: 7400
+Global Step 184: training: 100%|██████████| 2/2 [06:59<00:00, 209.69s/it]0, 10.17s/it]
+2026-06-27 12:49:44.070 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 285	train_steps 7400	{'step': '285/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00623306', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.35083008', 'grpo_loop_time': '419.38183594', 'ref_model_time': '111.28494263', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86460888', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.97265625', 'token_credit_video_advantage_mean': '9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00955379', 'kl_moving': '0.00955379', 'kl_stepwise': '-2.005e-08', 'gathered_avg_reward_mean': '8.97338867', 'gathered_avg_reward_std': '0.96555483', 'gathered_video_score2_mq_reward_mean': '3.07983398', 'gathered_video_score2_mq_reward_std': '0.21752793', 'gathered_video_score2_overall_reward_mean': '8.97265625', 'gathered_video_score2_overall_reward_std': '0.96688169', 'gathered_video_score2_ta_reward_mean': '3.11303711', 'gathered_video_score2_ta_reward_std': '0.46122494', 'gathered_video_score2_vq_reward_mean': '2.78051758', 'gathered_video_score2_vq_reward_std': '0.48927772', 'gathered_ori_avg_reward_mean': '8.97338867', 'gathered_ori_avg_reward_std': '0.96555489'}
+2026-06-27 12:49:44.124 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 12:49:44.222 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:49:44.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 12:50:50.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000185/group_0/index_8410_seed_22470_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:51:04.521 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 12:51:04.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-27 12:52:15.144 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000185/group_0/index_8410_seed_22471_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 12:52:33.968 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 12:52:34.115 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 12:52:35.046 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-27 12:54:26.214 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.16s (1.85min)
+2026-06-27 12:54:26.939 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 12:56:23.699 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 185: training:  50%|█████     | 1/2 [03:26<03:26, 206.19s/it]             2026-06-27 13:03:20.557 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 186, train_steps: 7440
+Global Step 185: training: 100%|██████████| 2/2 [06:56<00:00, 208.42s/it]0, 10.18s/it]
+2026-06-27 13:03:21.239 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 286	train_steps 7440	{'step': '286/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00541869', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.76986694', 'grpo_loop_time': '416.84552002', 'ref_model_time': '111.16182709', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85442781', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54150391', 'token_credit_video_advantage_mean': '4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00889356', 'kl_moving': '0.00889356', 'kl_stepwise': '-1.852e-08', 'gathered_avg_reward_mean': '9.54443359', 'gathered_avg_reward_std': '1.24921608', 'gathered_video_score2_mq_reward_mean': '3.23974609', 'gathered_video_score2_mq_reward_std': '0.43723154', 'gathered_video_score2_overall_reward_mean': '9.54150391', 'gathered_video_score2_overall_reward_std': '1.24970770', 'gathered_video_score2_ta_reward_mean': '3.14562988', 'gathered_video_score2_ta_reward_std': '0.60834181', 'gathered_video_score2_vq_reward_mean': '3.15905762', 'gathered_video_score2_vq_reward_std': '0.50815487', 'gathered_ori_avg_reward_mean': '9.54443359', 'gathered_ori_avg_reward_std': '1.24921608'}
+2026-06-27 13:03:21.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 13:03:21.387 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:03:21.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 13:04:27.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000186/group_0/index_829_seed_21057_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:04:41.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:04:41.361 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-27 13:05:51.723 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000186/group_0/index_829_seed_21058_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:06:12.581 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 13:06:12.746 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 13:06:13.656 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-27 13:08:06.422 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.75s (1.88min)
+2026-06-27 13:08:07.171 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 13:10:06.905 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 186: training:  50%|█████     | 1/2 [03:28<03:28, 208.54s/it]             2026-06-27 13:17:06.957 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 187, train_steps: 7480
+Global Step 186: training: 100%|██████████| 2/2 [07:00<00:00, 210.01s/it]0, 10.17s/it]
+2026-06-27 13:17:07.620 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 287	train_steps 7480	{'step': '287/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00647319', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.83251953', 'grpo_loop_time': '420.01452637', 'ref_model_time': '112.74649048', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87062812', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28271484', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.00939986', 'kl_moving': '0.00939986', 'kl_stepwise': '-2.016e-08', 'gathered_avg_reward_mean': '9.28100586', 'gathered_avg_reward_std': '1.00864577', 'gathered_video_score2_mq_reward_mean': '3.18310547', 'gathered_video_score2_mq_reward_std': '0.32189810', 'gathered_video_score2_overall_reward_mean': '9.28271484', 'gathered_video_score2_overall_reward_std': '1.01227558', 'gathered_video_score2_ta_reward_mean': '3.18041992', 'gathered_video_score2_ta_reward_std': '0.54006064', 'gathered_video_score2_vq_reward_mean': '2.91748047', 'gathered_video_score2_vq_reward_std': '0.48169360', 'gathered_ori_avg_reward_mean': '9.28100586', 'gathered_ori_avg_reward_std': '1.00864577'}
+2026-06-27 13:17:07.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 13:17:07.929 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:17:07.954 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 13:18:13.938 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000187/group_0/index_8441_seed_16534_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:18:28.003 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:18:28.007 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 13:19:37.419 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000187/group_0/index_8441_seed_16535_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:19:57.610 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 13:19:57.758 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 13:19:58.597 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.30s/it]
+2026-06-27 13:21:51.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.96s (1.88min)
+2026-06-27 13:21:52.409 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 13:23:49.514 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 187: training:  50%|█████     | 1/2 [03:26<03:26, 206.41s/it]             2026-06-27 13:30:46.368 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 188, train_steps: 7520
+Global Step 187: training: 100%|██████████| 2/2 [06:56<00:00, 208.41s/it]0, 10.17s/it]
+2026-06-27 13:30:47.003 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 288	train_steps 7520	{'step': '288/10000', 'learning_rate': '0.00001000', 'loss': '-2.608e-08', 'grad_norm': '0.00441514', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.53131104', 'grpo_loop_time': '416.83056641', 'ref_model_time': '112.96421051', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85547763', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18554688', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.608e-08', 'kl_loss': '0.00892208', 'kl_moving': '0.00892208', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '9.18420410', 'gathered_avg_reward_std': '1.07570803', 'gathered_video_score2_mq_reward_mean': '3.18139648', 'gathered_video_score2_mq_reward_std': '0.29144940', 'gathered_video_score2_overall_reward_mean': '9.18554688', 'gathered_video_score2_overall_reward_std': '1.07358468', 'gathered_video_score2_ta_reward_mean': '2.90661621', 'gathered_video_score2_ta_reward_std': '0.72955745', 'gathered_video_score2_vq_reward_mean': '3.09619141', 'gathered_video_score2_vq_reward_std': '0.44468001', 'gathered_ori_avg_reward_mean': '9.18420410', 'gathered_ori_avg_reward_std': '1.07570815'}
+2026-06-27 13:30:47.052 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 13:30:47.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:30:47.192 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 13:31:53.095 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000188/group_0/index_5099_seed_25766_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:32:09.353 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:32:09.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-27 13:33:21.907 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000188/group_0/index_5099_seed_25767_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:33:46.093 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 13:33:46.264 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 13:33:47.343 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.75s/it]
+2026-06-27 13:35:38.611 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.24s (1.85min)
+2026-06-27 13:35:39.371 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 13:37:38.824 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 188: training:  50%|█████     | 1/2 [03:28<03:28, 208.03s/it]             2026-06-27 13:44:37.419 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 189, train_steps: 7560
+Global Step 188: training: 100%|██████████| 2/2 [06:58<00:00, 209.28s/it]0, 10.17s/it]
+2026-06-27 13:44:38.082 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 289	train_steps 7560	{'step': '289/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00482277', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.27355957', 'grpo_loop_time': '418.56396484', 'ref_model_time': '111.23536682', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89399117', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54003906', 'token_credit_video_advantage_mean': '-3.027e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.191e-09', 'kl_loss': '0.00949458', 'kl_moving': '0.00949458', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '9.54052734', 'gathered_avg_reward_std': '1.07655895', 'gathered_video_score2_mq_reward_mean': '3.24023438', 'gathered_video_score2_mq_reward_std': '0.37545240', 'gathered_video_score2_overall_reward_mean': '9.54003906', 'gathered_video_score2_overall_reward_std': '1.07633269', 'gathered_video_score2_ta_reward_mean': '3.20068359', 'gathered_video_score2_ta_reward_std': '0.57181031', 'gathered_video_score2_vq_reward_mean': '3.09960938', 'gathered_video_score2_vq_reward_std': '0.46711549', 'gathered_ori_avg_reward_mean': '9.54052734', 'gathered_ori_avg_reward_std': '1.07655895'}
+2026-06-27 13:44:38.134 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 13:44:38.229 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:44:38.272 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 13:45:44.274 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000189/group_0/index_7114_seed_5335_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:45:58.402 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:45:58.406 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 13:47:09.560 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000189/group_0/index_7114_seed_5336_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 13:47:30.479 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 13:47:30.640 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 13:47:31.478 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.33s/it]
+2026-06-27 13:49:23.072 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.49s (1.86min)
+2026-06-27 13:49:23.822 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 13:51:21.336 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 189: training:  50%|█████     | 1/2 [03:27<03:27, 207.31s/it]             2026-06-27 13:58:19.206 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 190, train_steps: 7600
+Global Step 189: training: 100%|██████████| 2/2 [06:57<00:00, 208.93s/it]0, 10.17s/it]
+2026-06-27 13:58:19.861 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 290	train_steps 7600	{'step': '290/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00449820', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.64364624', 'grpo_loop_time': '417.86550903', 'ref_model_time': '111.49210358', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86997187', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.35058594', 'token_credit_video_advantage_mean': '7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.351e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00957983', 'kl_moving': '0.00957983', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '9.34985352', 'gathered_avg_reward_std': '1.03883147', 'gathered_video_score2_mq_reward_mean': '3.21545410', 'gathered_video_score2_mq_reward_std': '0.38149688', 'gathered_video_score2_overall_reward_mean': '9.35058594', 'gathered_video_score2_overall_reward_std': '1.03608406', 'gathered_video_score2_ta_reward_mean': '3.07116699', 'gathered_video_score2_ta_reward_std': '0.55839247', 'gathered_video_score2_vq_reward_mean': '3.06323242', 'gathered_video_score2_vq_reward_std': '0.39638749', 'gathered_ori_avg_reward_mean': '9.34985352', 'gathered_ori_avg_reward_std': '1.03883159'}
+2026-06-27 13:58:55.331 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=190 (missing=0, unexpected=0)
+2026-06-27 13:58:56.974 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 13:58:57.089 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 13:58:57.142 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 14:00:03.144 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000190/group_0/index_7118_seed_24216_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:00:17.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:00:17.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.31s/it][01:06<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-27 14:01:30.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000190/group_0/index_7118_seed_24217_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:01:50.677 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 14:01:50.839 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 14:01:51.801 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-27 14:03:43.597 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.79s (1.86min)
+2026-06-27 14:03:44.328 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 14:05:43.267 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 190: training:  50%|█████     | 1/2 [03:28<03:28, 208.88s/it]             2026-06-27 14:12:42.490 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 191, train_steps: 7640
+Global Step 190: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]0, 10.17s/it]
+2026-06-27 14:12:43.100 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 291	train_steps 7640	{'step': '291/10000', 'learning_rate': '0.00001000', 'loss': '-1.397e-08', 'grad_norm': '0.00480714', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.30868530', 'grpo_loop_time': '419.22827148', 'ref_model_time': '111.79167175', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86530185', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.33886719', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-08', 'kl_loss': '0.00802954', 'kl_moving': '0.00802954', 'kl_stepwise': '-2.001e-08', 'gathered_avg_reward_mean': '9.34143066', 'gathered_avg_reward_std': '0.90652955', 'gathered_video_score2_mq_reward_mean': '3.16271973', 'gathered_video_score2_mq_reward_std': '0.33560392', 'gathered_video_score2_overall_reward_mean': '9.33886719', 'gathered_video_score2_overall_reward_std': '0.90696055', 'gathered_video_score2_ta_reward_mean': '3.07910156', 'gathered_video_score2_ta_reward_std': '0.49330908', 'gathered_video_score2_vq_reward_mean': '3.09960938', 'gathered_video_score2_vq_reward_std': '0.46459338', 'gathered_ori_avg_reward_mean': '9.34143066', 'gathered_ori_avg_reward_std': '0.90652955'}
+2026-06-27 14:12:43.234 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 14:12:43.322 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:12:43.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 14:13:49.561 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000191/group_0/index_1837_seed_29237_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:14:07.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:14:07.177 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 14:15:12.556 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000191/group_0/index_1837_seed_29238_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:15:31.388 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 14:15:31.560 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 14:15:32.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.18s/it]
+2026-06-27 14:17:24.227 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.74s (1.86min)
+2026-06-27 14:17:24.971 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 14:19:22.157 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 191: training:  50%|█████     | 1/2 [03:26<03:26, 206.79s/it]             2026-06-27 14:26:19.386 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 192, train_steps: 7680
+Global Step 191: training: 100%|██████████| 2/2 [06:57<00:00, 208.62s/it]0, 10.18s/it]
+2026-06-27 14:26:20.060 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 292	train_steps 7680	{'step': '292/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00510217', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.68676758', 'grpo_loop_time': '417.24169922', 'ref_model_time': '111.73796082', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85349798', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.05957031', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.487e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00814667', 'kl_moving': '0.00814668', 'kl_stepwise': '-2.043e-08', 'gathered_avg_reward_mean': '9.05712891', 'gathered_avg_reward_std': '0.66503394', 'gathered_video_score2_mq_reward_mean': '3.12377930', 'gathered_video_score2_mq_reward_std': '0.21463600', 'gathered_video_score2_overall_reward_mean': '9.05957031', 'gathered_video_score2_overall_reward_std': '0.66320533', 'gathered_video_score2_ta_reward_mean': '3.01953125', 'gathered_video_score2_ta_reward_std': '0.48644969', 'gathered_video_score2_vq_reward_mean': '2.91381836', 'gathered_video_score2_vq_reward_std': '0.46452352', 'gathered_ori_avg_reward_mean': '9.05712891', 'gathered_ori_avg_reward_std': '0.66503388'}
+2026-06-27 14:26:20.108 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 14:26:20.200 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:26:20.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 14:27:26.370 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000192/group_0/index_5354_seed_855_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:27:41.016 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:27:41.019 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 14:28:50.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000192/group_0/index_5354_seed_856_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:29:11.270 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 14:29:11.439 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 14:29:12.363 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-27 14:31:05.413 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.04s (1.88min)
+2026-06-27 14:31:06.255 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 14:33:06.029 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 192: training:  50%|█████     | 1/2 [03:28<03:28, 208.64s/it]             2026-06-27 14:40:04.991 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 193, train_steps: 7720
+Global Step 192: training: 100%|██████████| 2/2 [06:58<00:00, 209.48s/it]0, 10.18s/it]
+2026-06-27 14:40:05.682 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 293	train_steps 7720	{'step': '293/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-09', 'grad_norm': '0.00500918', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.10049438', 'grpo_loop_time': '418.96875000', 'ref_model_time': '113.04067993', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87692219', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.72509766', 'token_credit_video_advantage_mean': '-2.328e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.451e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-09', 'kl_loss': '0.00828988', 'kl_moving': '0.00828988', 'kl_stepwise': '-1.959e-08', 'gathered_avg_reward_mean': '9.72192383', 'gathered_avg_reward_std': '1.21083093', 'gathered_video_score2_mq_reward_mean': '3.27294922', 'gathered_video_score2_mq_reward_std': '0.40203044', 'gathered_video_score2_overall_reward_mean': '9.72509766', 'gathered_video_score2_overall_reward_std': '1.20776021', 'gathered_video_score2_ta_reward_mean': '3.28759766', 'gathered_video_score2_ta_reward_std': '0.55454111', 'gathered_video_score2_vq_reward_mean': '3.16137695', 'gathered_video_score2_vq_reward_std': '0.44654483', 'gathered_ori_avg_reward_mean': '9.72192383', 'gathered_ori_avg_reward_std': '1.21083093'}
+2026-06-27 14:40:05.739 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 14:40:05.835 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:40:05.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 14:41:11.688 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000193/group_0/index_9523_seed_1489_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:41:26.456 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:41:26.459 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-27 14:42:37.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000193/group_0/index_9523_seed_1490_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:42:57.220 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 14:42:57.387 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 14:42:58.160 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-27 14:44:51.217 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.89s (1.88min)
+2026-06-27 14:44:51.964 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 14:46:48.865 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 193: training:  50%|█████     | 1/2 [03:26<03:26, 206.80s/it]             2026-06-27 14:53:46.357 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 194, train_steps: 7760
+Global Step 193: training: 100%|██████████| 2/2 [06:57<00:00, 208.64s/it]0, 10.17s/it]
+2026-06-27 14:53:47.005 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 294	train_steps 7760	{'step': '294/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00497449', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.18026733', 'grpo_loop_time': '417.47369385', 'ref_model_time': '112.89431763', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87252361', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.48828125', 'token_credit_video_advantage_mean': '-1.141e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00857672', 'kl_moving': '0.00857672', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '9.48742676', 'gathered_avg_reward_std': '0.70959425', 'gathered_video_score2_mq_reward_mean': '3.32080078', 'gathered_video_score2_mq_reward_std': '0.32679662', 'gathered_video_score2_overall_reward_mean': '9.48828125', 'gathered_video_score2_overall_reward_std': '0.70873415', 'gathered_video_score2_ta_reward_mean': '2.89343262', 'gathered_video_score2_ta_reward_std': '0.51005810', 'gathered_video_score2_vq_reward_mean': '3.27319336', 'gathered_video_score2_vq_reward_std': '0.34070688', 'gathered_ori_avg_reward_mean': '9.48742676', 'gathered_ori_avg_reward_std': '0.70959431'}
+2026-06-27 14:53:47.072 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 14:53:47.157 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:53:47.189 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 14:54:53.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000194/group_0/index_4997_seed_27848_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:55:07.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 14:55:07.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 14:56:18.635 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000194/group_0/index_4997_seed_27849_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 14:56:38.522 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 14:56:38.691 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 14:56:39.619 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.06s/it]
+2026-06-27 14:58:31.189 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.56s (1.86min)
+2026-06-27 14:58:31.933 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 15:00:29.321 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 194: training:  50%|█████     | 1/2 [03:25<03:25, 205.98s/it]             2026-06-27 15:07:25.816 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 195, train_steps: 7800
+Global Step 194: training: 100%|██████████| 2/2 [06:56<00:00, 208.33s/it]0, 10.17s/it]
+2026-06-27 15:07:26.721 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 295	train_steps 7800	{'step': '295/10000', 'learning_rate': '0.00001000', 'loss': '-1.211e-08', 'grad_norm': '0.01041261', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.81634521', 'grpo_loop_time': '416.65631104', 'ref_model_time': '111.56227112', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86250782', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.22167969', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.469e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.00865839', 'kl_moving': '0.00865839', 'kl_stepwise': '-1.961e-08', 'gathered_avg_reward_mean': '9.22058105', 'gathered_avg_reward_std': '1.04488504', 'gathered_video_score2_mq_reward_mean': '3.14306641', 'gathered_video_score2_mq_reward_std': '0.31768426', 'gathered_video_score2_overall_reward_mean': '9.22167969', 'gathered_video_score2_overall_reward_std': '1.04250371', 'gathered_video_score2_ta_reward_mean': '2.99255371', 'gathered_video_score2_ta_reward_std': '0.70294791', 'gathered_video_score2_vq_reward_mean': '3.08496094', 'gathered_video_score2_vq_reward_std': '0.45089382', 'gathered_ori_avg_reward_mean': '9.22058105', 'gathered_ori_avg_reward_std': '1.04488516'}
+2026-06-27 15:07:26.768 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 15:07:26.863 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:07:26.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 15:08:32.583 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000195/group_0/index_8863_seed_2844_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:08:47.498 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:08:47.502 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 15:09:57.069 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000195/group_0/index_8863_seed_2845_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:10:17.063 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 15:10:17.228 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 15:10:18.296 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-27 15:12:10.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.25s (1.87min)
+2026-06-27 15:12:11.465 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 15:14:08.834 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 195: training:  50%|█████     | 1/2 [03:26<03:26, 206.73s/it]             2026-06-27 15:21:05.902 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 196, train_steps: 7840
+Global Step 195: training: 100%|██████████| 2/2 [06:57<00:00, 208.51s/it]0, 10.18s/it]
+2026-06-27 15:21:06.552 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 296	train_steps 7840	{'step': '296/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00705694', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.65301514', 'grpo_loop_time': '417.03570557', 'ref_model_time': '112.25419617', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84910363', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.33496094', 'token_credit_video_advantage_mean': '-3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.391e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00933992', 'kl_moving': '0.00933992', 'kl_stepwise': '-1.836e-08', 'gathered_avg_reward_mean': '9.33337402', 'gathered_avg_reward_std': '1.19299090', 'gathered_video_score2_mq_reward_mean': '3.20727539', 'gathered_video_score2_mq_reward_std': '0.35551426', 'gathered_video_score2_overall_reward_mean': '9.33496094', 'gathered_video_score2_overall_reward_std': '1.19249403', 'gathered_video_score2_ta_reward_mean': '3.23498535', 'gathered_video_score2_ta_reward_std': '0.56924182', 'gathered_video_score2_vq_reward_mean': '2.89111328', 'gathered_video_score2_vq_reward_std': '0.49187908', 'gathered_ori_avg_reward_mean': '9.33337402', 'gathered_ori_avg_reward_std': '1.19299102'}
+2026-06-27 15:21:06.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 15:21:06.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:21:06.783 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 15:22:12.675 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000196/group_0/index_6899_seed_22925_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:22:23.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:22:23.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.35s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.35s/it]
+2026-06-27 15:23:37.932 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000196/group_0/index_6899_seed_22926_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:23:57.164 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 15:23:57.336 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 15:23:58.123 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.77s/it]
+2026-06-27 15:25:51.309 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.02s (1.88min)
+2026-06-27 15:25:52.036 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 15:27:49.242 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 196: training:  50%|█████     | 1/2 [03:26<03:26, 206.86s/it]             2026-06-27 15:34:47.116 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 197, train_steps: 7880
+Global Step 196: training: 100%|██████████| 2/2 [06:57<00:00, 208.93s/it]0, 10.18s/it]
+2026-06-27 15:34:47.769 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 297	train_steps 7880	{'step': '297/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00515617', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.37646484', 'grpo_loop_time': '417.85839844', 'ref_model_time': '113.01938629', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88055789', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.21630859', 'token_credit_video_advantage_mean': '-2.095e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.00909192', 'kl_moving': '0.00909192', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '9.21850586', 'gathered_avg_reward_std': '1.07615757', 'gathered_video_score2_mq_reward_mean': '3.12963867', 'gathered_video_score2_mq_reward_std': '0.45093447', 'gathered_video_score2_overall_reward_mean': '9.21630859', 'gathered_video_score2_overall_reward_std': '1.07547939', 'gathered_video_score2_ta_reward_mean': '3.11645508', 'gathered_video_score2_ta_reward_std': '0.58023220', 'gathered_video_score2_vq_reward_mean': '2.97241211', 'gathered_video_score2_vq_reward_std': '0.50711334', 'gathered_ori_avg_reward_mean': '9.21850586', 'gathered_ori_avg_reward_std': '1.07615769'}
+2026-06-27 15:34:47.820 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 15:34:47.915 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:34:47.961 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 15:35:54.008 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000197/group_0/index_8511_seed_24643_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:36:09.590 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:36:09.594 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 15:37:20.779 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000197/group_0/index_8511_seed_24644_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:37:43.288 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 15:37:43.460 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 15:37:44.372 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-27 15:39:36.379 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.00s (1.87min)
+2026-06-27 15:39:37.123 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 15:41:34.406 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 197: training:  50%|█████     | 1/2 [03:26<03:26, 206.46s/it]             2026-06-27 15:48:31.328 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 198, train_steps: 7920
+Global Step 197: training: 100%|██████████| 2/2 [06:56<00:00, 208.45s/it]0, 10.17s/it]
+2026-06-27 15:48:31.989 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 298	train_steps 7920	{'step': '298/10000', 'learning_rate': '0.00001000', 'loss': '-1.071e-08', 'grad_norm': '0.00483626', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.25793457', 'grpo_loop_time': '416.90881348', 'ref_model_time': '111.99671936', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86555195', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.58300781', 'token_credit_video_advantage_mean': '8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.417e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.257e-08', 'kl_loss': '0.00902689', 'kl_moving': '0.00902689', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '9.58093262', 'gathered_avg_reward_std': '1.18346679', 'gathered_video_score2_mq_reward_mean': '3.26586914', 'gathered_video_score2_mq_reward_std': '0.38051859', 'gathered_video_score2_overall_reward_mean': '9.58300781', 'gathered_video_score2_overall_reward_std': '1.18786252', 'gathered_video_score2_ta_reward_mean': '3.16076660', 'gathered_video_score2_ta_reward_std': '0.57030213', 'gathered_video_score2_vq_reward_mean': '3.15429688', 'gathered_video_score2_vq_reward_std': '0.48904237', 'gathered_ori_avg_reward_mean': '9.58093262', 'gathered_ori_avg_reward_std': '1.18346679'}
+2026-06-27 15:48:32.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 15:48:32.137 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:48:32.177 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 15:49:38.080 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000198/group_0/index_8465_seed_17968_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:49:53.589 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 15:49:53.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 15:51:03.924 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000198/group_0/index_8465_seed_17969_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 15:51:24.864 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 15:51:25.031 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 15:51:25.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.79s/it]
+2026-06-27 15:53:17.655 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.69s (1.86min)
+2026-06-27 15:53:18.392 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 15:55:16.170 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 198: training:  50%|█████     | 1/2 [03:26<03:26, 206.97s/it]             2026-06-27 16:02:13.445 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 199, train_steps: 7960
+Global Step 198: training: 100%|██████████| 2/2 [06:57<00:00, 208.63s/it]0, 10.17s/it]
+2026-06-27 16:02:14.091 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 299	train_steps 7960	{'step': '299/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00676514', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.30572510', 'grpo_loop_time': '417.27322388', 'ref_model_time': '111.68859863', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88975388', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.40136719', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.474e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.01048180', 'kl_moving': '0.01048180', 'kl_stepwise': '-2.046e-08', 'gathered_avg_reward_mean': '9.40319824', 'gathered_avg_reward_std': '1.04515791', 'gathered_video_score2_mq_reward_mean': '3.24047852', 'gathered_video_score2_mq_reward_std': '0.34268987', 'gathered_video_score2_overall_reward_mean': '9.40136719', 'gathered_video_score2_overall_reward_std': '1.04447043', 'gathered_video_score2_ta_reward_mean': '3.07385254', 'gathered_video_score2_ta_reward_std': '0.55733907', 'gathered_video_score2_vq_reward_mean': '3.08886719', 'gathered_video_score2_vq_reward_std': '0.37610337', 'gathered_ori_avg_reward_mean': '9.40319824', 'gathered_ori_avg_reward_std': '1.04515791'}
+2026-06-27 16:02:14.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 16:02:14.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:02:14.277 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 16:03:20.455 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000199/group_0/index_3979_seed_22078_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:03:34.775 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:03:34.778 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-27 16:04:45.245 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000199/group_0/index_3979_seed_22079_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:05:04.157 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 16:05:04.329 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 16:05:05.268 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-06-27 16:06:56.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.36s (1.86min)
+2026-06-27 16:06:57.377 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 16:08:54.466 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 199: training:  50%|█████     | 1/2 [03:26<03:26, 206.67s/it]             2026-06-27 16:15:51.547 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 200, train_steps: 8000
+Global Step 199: training: 100%|██████████| 2/2 [06:57<00:00, 208.54s/it]0, 10.17s/it]
+2026-06-27 16:15:52.199 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 300	train_steps 8000	{'step': '300/10000', 'learning_rate': '0.00001000', 'loss': '-5.122e-09', 'grad_norm': '0.00606689', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.19177246', 'grpo_loop_time': '417.07644653', 'ref_model_time': '111.36447906', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85693431', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.85253906', 'token_credit_video_advantage_mean': '-5.821e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.427e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.122e-09', 'kl_loss': '0.01060654', 'kl_moving': '0.01060655', 'kl_stepwise': '-1.950e-08', 'gathered_avg_reward_mean': '8.85351562', 'gathered_avg_reward_std': '1.01159430', 'gathered_video_score2_mq_reward_mean': '3.05566406', 'gathered_video_score2_mq_reward_std': '0.25798815', 'gathered_video_score2_overall_reward_mean': '8.85253906', 'gathered_video_score2_overall_reward_std': '1.01171827', 'gathered_video_score2_ta_reward_mean': '2.96179199', 'gathered_video_score2_ta_reward_std': '0.62886095', 'gathered_video_score2_vq_reward_mean': '2.83605957', 'gathered_video_score2_vq_reward_std': '0.46080816', 'gathered_ori_avg_reward_mean': '8.85351562', 'gathered_ori_avg_reward_std': '1.01159430'}
+2026-06-27 16:17:03.777 | INFO     | __main__:save_checkpoint:1967 - Checkpoint saved at step 300 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-300
+2026-06-27 16:17:03.917 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 300: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-300
+2026-06-27 16:17:06.559 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-275
+2026-06-27 16:17:41.942 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=200 (missing=0, unexpected=0)
+2026-06-27 16:17:43.708 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 16:17:44.017 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:17:44.083 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.95s/it]
+2026-06-27 16:18:50.830 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000200/group_0/index_9074_seed_29894_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:19:04.781 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:19:04.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-27 16:20:17.460 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000200/group_0/index_9074_seed_29895_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:20:36.935 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 16:20:37.101 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 16:20:38.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-27 16:22:29.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.32s (1.86min)
+2026-06-27 16:22:30.102 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 16:24:27.951 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 200: training:  50%|█████     | 1/2 [03:26<03:26, 206.76s/it]             2026-06-27 16:31:25.148 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 201, train_steps: 8040
+Global Step 200: training: 100%|██████████| 2/2 [06:57<00:00, 208.59s/it]0, 10.16s/it]
+2026-06-27 16:31:25.747 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 301	train_steps 8040	{'step': '301/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.00860120', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.34878540', 'grpo_loop_time': '417.18621826', 'ref_model_time': '111.32435608', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88899601', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.36572266', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.428e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.779e-09', 'kl_loss': '0.00824339', 'kl_moving': '0.00824339', 'kl_stepwise': '-1.969e-08', 'gathered_avg_reward_mean': '9.36853027', 'gathered_avg_reward_std': '1.03498447', 'gathered_video_score2_mq_reward_mean': '3.20678711', 'gathered_video_score2_mq_reward_std': '0.34678549', 'gathered_video_score2_overall_reward_mean': '9.36572266', 'gathered_video_score2_overall_reward_std': '1.03727937', 'gathered_video_score2_ta_reward_mean': '3.02709961', 'gathered_video_score2_ta_reward_std': '0.57026565', 'gathered_video_score2_vq_reward_mean': '3.13464355', 'gathered_video_score2_vq_reward_std': '0.43308702', 'gathered_ori_avg_reward_mean': '9.36853027', 'gathered_ori_avg_reward_std': '1.03498447'}
+2026-06-27 16:31:25.956 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 16:31:26.045 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:31:26.094 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 16:32:32.248 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000201/group_0/index_2555_seed_28027_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:32:48.600 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:32:48.603 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-27 16:33:58.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000201/group_0/index_2555_seed_28028_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:34:17.411 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 16:34:17.637 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 16:34:18.696 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-27 16:36:10.327 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.44s (1.86min)
+2026-06-27 16:36:11.087 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 16:38:09.022 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 201: training:  50%|█████     | 1/2 [03:26<03:26, 206.65s/it]             2026-06-27 16:45:06.450 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 202, train_steps: 8080
+Global Step 201: training: 100%|██████████| 2/2 [06:57<00:00, 208.70s/it]0, 10.20s/it]
+2026-06-27 16:45:07.094 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 302	train_steps 8080	{'step': '302/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-09', 'grad_norm': '0.00510663', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.08700562', 'grpo_loop_time': '417.40994263', 'ref_model_time': '111.43737793', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85588342', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54980469', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.361e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.260e-09', 'kl_loss': '0.00870703', 'kl_moving': '0.00870703', 'kl_stepwise': '-1.873e-08', 'gathered_avg_reward_mean': '9.54870605', 'gathered_avg_reward_std': '1.02201521', 'gathered_video_score2_mq_reward_mean': '3.27978516', 'gathered_video_score2_mq_reward_std': '0.36841881', 'gathered_video_score2_overall_reward_mean': '9.54980469', 'gathered_video_score2_overall_reward_std': '1.02310526', 'gathered_video_score2_ta_reward_mean': '3.14489746', 'gathered_video_score2_ta_reward_std': '0.52571535', 'gathered_video_score2_vq_reward_mean': '3.12402344', 'gathered_video_score2_vq_reward_std': '0.43458566', 'gathered_ori_avg_reward_mean': '9.54870605', 'gathered_ori_avg_reward_std': '1.02201521'}
+2026-06-27 16:45:07.149 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 16:45:07.241 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:45:07.257 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 16:46:13.431 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000202/group_0/index_3446_seed_14871_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:46:30.980 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:46:30.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-27 16:47:39.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000202/group_0/index_3446_seed_14872_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 16:47:58.207 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 16:47:58.371 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 16:47:59.158 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-27 16:49:52.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.88s (1.88min)
+2026-06-27 16:49:52.899 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 16:51:49.983 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 202: training:  50%|█████     | 1/2 [03:26<03:26, 206.49s/it]             2026-06-27 16:58:46.783 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 203, train_steps: 8120
+Global Step 202: training: 100%|██████████| 2/2 [06:56<00:00, 208.38s/it]0, 10.18s/it]
+2026-06-27 16:58:47.431 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 303	train_steps 8120	{'step': '303/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00472258', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.70281982', 'grpo_loop_time': '416.77218628', 'ref_model_time': '112.88421631', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89142108', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.50732422', 'token_credit_video_advantage_mean': '-1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.00790912', 'kl_moving': '0.00790912', 'kl_stepwise': '-1.848e-08', 'gathered_avg_reward_mean': '9.50390625', 'gathered_avg_reward_std': '1.26261413', 'gathered_video_score2_mq_reward_mean': '3.28967285', 'gathered_video_score2_mq_reward_std': '0.46004969', 'gathered_video_score2_overall_reward_mean': '9.50732422', 'gathered_video_score2_overall_reward_std': '1.26319623', 'gathered_video_score2_ta_reward_mean': '3.07031250', 'gathered_video_score2_ta_reward_std': '0.64676905', 'gathered_video_score2_vq_reward_mean': '3.14392090', 'gathered_video_score2_vq_reward_std': '0.52930194', 'gathered_ori_avg_reward_mean': '9.50390625', 'gathered_ori_avg_reward_std': '1.26261413'}
+2026-06-27 16:58:47.487 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 16:58:47.580 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 16:58:47.628 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 16:59:53.156 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000203/group_0/index_454_seed_7519_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:00:11.188 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:00:11.189 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.15s/it][01:02<00:00,  2.95s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.15s/it]
+2026-06-27 17:01:21.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000203/group_0/index_454_seed_7520_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:01:40.963 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 17:01:41.128 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 17:01:42.146 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-27 17:03:33.841 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.64s (1.86min)
+2026-06-27 17:03:34.613 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 17:05:31.989 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 203: training:  50%|█████     | 1/2 [03:27<03:27, 207.36s/it]             2026-06-27 17:12:30.454 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 204, train_steps: 8160
+Global Step 203: training: 100%|██████████| 2/2 [06:58<00:00, 209.23s/it]0, 10.21s/it]
+2026-06-27 17:12:31.117 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 304	train_steps 8160	{'step': '304/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00821414', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.07907104', 'grpo_loop_time': '418.46057129', 'ref_model_time': '111.64058685', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86380333', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14355469', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.471e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.00903467', 'kl_moving': '0.00903467', 'kl_stepwise': '-1.972e-08', 'gathered_avg_reward_mean': '9.14343262', 'gathered_avg_reward_std': '1.14548028', 'gathered_video_score2_mq_reward_mean': '3.17016602', 'gathered_video_score2_mq_reward_std': '0.36717832', 'gathered_video_score2_overall_reward_mean': '9.14355469', 'gathered_video_score2_overall_reward_std': '1.14530718', 'gathered_video_score2_ta_reward_mean': '3.07714844', 'gathered_video_score2_ta_reward_std': '0.64719278', 'gathered_video_score2_vq_reward_mean': '2.89611816', 'gathered_video_score2_vq_reward_std': '0.47073287', 'gathered_ori_avg_reward_mean': '9.14343262', 'gathered_ori_avg_reward_std': '1.14548028'}
+2026-06-27 17:12:31.166 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 17:12:31.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:12:31.302 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 17:13:37.412 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000204/group_0/index_9739_seed_32850_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:13:53.060 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:13:53.064 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 17:15:02.815 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000204/group_0/index_9739_seed_32851_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:15:21.401 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 17:15:21.527 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 17:15:22.499 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-27 17:17:14.685 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.08s (1.87min)
+2026-06-27 17:17:15.433 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 17:19:14.402 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 204: training:  50%|█████     | 1/2 [03:28<03:28, 208.93s/it]             2026-06-27 17:26:14.265 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 205, train_steps: 8200
+Global Step 204: training: 100%|██████████| 2/2 [06:59<00:00, 209.93s/it]0, 10.19s/it]
+2026-06-27 17:26:14.914 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 305	train_steps 8200	{'step': '305/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00582583', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.22235107', 'grpo_loop_time': '419.85769653', 'ref_model_time': '112.07611084', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85751379', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.27099609', 'token_credit_video_advantage_mean': '-7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.369e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00837222', 'kl_moving': '0.00837222', 'kl_stepwise': '-1.900e-08', 'gathered_avg_reward_mean': '9.27697754', 'gathered_avg_reward_std': '1.32481778', 'gathered_video_score2_mq_reward_mean': '3.22290039', 'gathered_video_score2_mq_reward_std': '0.39682811', 'gathered_video_score2_overall_reward_mean': '9.27099609', 'gathered_video_score2_overall_reward_std': '1.32303774', 'gathered_video_score2_ta_reward_mean': '2.97351074', 'gathered_video_score2_ta_reward_std': '0.69236648', 'gathered_video_score2_vq_reward_mean': '3.08056641', 'gathered_video_score2_vq_reward_std': '0.54105771', 'gathered_ori_avg_reward_mean': '9.27697754', 'gathered_ori_avg_reward_std': '1.32481778'}
+2026-06-27 17:26:14.969 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 17:26:15.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:26:15.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 17:27:20.715 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000205/group_0/index_128_seed_19083_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:27:40.365 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:27:40.370 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.96s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.96s/it]
+2026-06-27 17:28:46.680 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000205/group_0/index_128_seed_19084_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:29:07.880 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 17:29:08.252 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 17:29:09.201 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-27 17:31:00.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.12s (1.85min)
+2026-06-27 17:31:01.061 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 17:33:00.133 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 205: training:  50%|█████     | 1/2 [03:29<03:29, 209.91s/it]             2026-06-27 17:40:00.017 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 206, train_steps: 8240
+Global Step 205: training: 100%|██████████| 2/2 [06:59<00:00, 209.94s/it]0, 10.17s/it]
+2026-06-27 17:40:00.678 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 306	train_steps 8240	{'step': '306/10000', 'learning_rate': '0.00001000', 'loss': '1.397e-08', 'grad_norm': '0.00787338', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.04699707', 'grpo_loop_time': '419.87646484', 'ref_model_time': '111.11523438', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86248398', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.93212891', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.024e-08', 'kl_loss': '0.00921141', 'kl_moving': '0.00921142', 'kl_stepwise': '-1.964e-08', 'gathered_avg_reward_mean': '8.93432617', 'gathered_avg_reward_std': '1.51052320', 'gathered_video_score2_mq_reward_mean': '3.13903809', 'gathered_video_score2_mq_reward_std': '0.51231700', 'gathered_video_score2_overall_reward_mean': '8.93212891', 'gathered_video_score2_overall_reward_std': '1.50832403', 'gathered_video_score2_ta_reward_mean': '2.94250488', 'gathered_video_score2_ta_reward_std': '0.67368567', 'gathered_video_score2_vq_reward_mean': '2.85278320', 'gathered_video_score2_vq_reward_std': '0.57667023', 'gathered_ori_avg_reward_mean': '8.93432617', 'gathered_ori_avg_reward_std': '1.51052332'}
+2026-06-27 17:40:00.729 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 17:40:00.821 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:40:00.836 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 17:41:06.474 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000206/group_0/index_3909_seed_11218_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:41:21.555 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:41:21.558 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.33s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.33s/it]
+2026-06-27 17:42:35.154 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000206/group_0/index_3909_seed_11219_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:42:54.369 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 17:42:54.534 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 17:42:55.318 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.38s/it]
+2026-06-27 17:44:49.416 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.95s (1.90min)
+2026-06-27 17:44:50.154 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 17:46:47.074 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 206: training:  50%|█████     | 1/2 [03:27<03:27, 207.23s/it]             2026-06-27 17:53:44.812 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 207, train_steps: 8280
+Global Step 206: training: 100%|██████████| 2/2 [06:57<00:00, 208.82s/it]0, 10.19s/it]
+2026-06-27 17:53:45.427 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 307	train_steps 8280	{'step': '307/10000', 'learning_rate': '0.00001000', 'loss': '-2.328e-09', 'grad_norm': '0.00470341', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.37985229', 'grpo_loop_time': '417.64697266', 'ref_model_time': '113.94931030', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88029766', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.65869141', 'token_credit_video_advantage_mean': '2.561e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.328e-09', 'kl_loss': '0.00879624', 'kl_moving': '0.00879624', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '9.65539551', 'gathered_avg_reward_std': '1.03339338', 'gathered_video_score2_mq_reward_mean': '3.32690430', 'gathered_video_score2_mq_reward_std': '0.35593316', 'gathered_video_score2_overall_reward_mean': '9.65869141', 'gathered_video_score2_overall_reward_std': '1.03555131', 'gathered_video_score2_ta_reward_mean': '3.09570312', 'gathered_video_score2_ta_reward_std': '0.62215847', 'gathered_video_score2_vq_reward_mean': '3.23278809', 'gathered_video_score2_vq_reward_std': '0.48454267', 'gathered_ori_avg_reward_mean': '9.65539551', 'gathered_ori_avg_reward_std': '1.03339338'}
+2026-06-27 17:53:45.507 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 17:53:45.590 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:53:45.644 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 17:54:51.272 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000207/group_0/index_5368_seed_27845_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:55:06.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 17:55:06.597 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-27 17:56:16.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000207/group_0/index_5368_seed_27846_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 17:56:37.153 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 17:56:37.318 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 17:56:38.243 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.97s/it]
+2026-06-27 17:58:29.296 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.05s (1.85min)
+2026-06-27 17:58:30.043 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 18:00:27.193 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 207: training:  50%|█████     | 1/2 [03:26<03:26, 206.91s/it]             2026-06-27 18:07:24.715 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 208, train_steps: 8320
+Global Step 207: training: 100%|██████████| 2/2 [06:57<00:00, 208.76s/it]0, 10.19s/it]
+2026-06-27 18:07:25.402 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 308	train_steps 8320	{'step': '308/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00581065', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.48999023', 'grpo_loop_time': '417.52581787', 'ref_model_time': '111.04783630', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88533509', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.64208984', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.00958974', 'kl_moving': '0.00958974', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '9.64013672', 'gathered_avg_reward_std': '1.28415179', 'gathered_video_score2_mq_reward_mean': '3.29833984', 'gathered_video_score2_mq_reward_std': '0.42157397', 'gathered_video_score2_overall_reward_mean': '9.64208984', 'gathered_video_score2_overall_reward_std': '1.28793669', 'gathered_video_score2_ta_reward_mean': '3.21203613', 'gathered_video_score2_ta_reward_std': '0.62384826', 'gathered_video_score2_vq_reward_mean': '3.12976074', 'gathered_video_score2_vq_reward_std': '0.55080140', 'gathered_ori_avg_reward_mean': '9.64013672', 'gathered_ori_avg_reward_std': '1.28415179'}
+2026-06-27 18:07:25.450 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 18:07:25.544 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:07:25.587 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 18:08:31.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000208/group_0/index_1780_seed_27246_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:08:44.682 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:08:44.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:09,  3.50s/it][01:09<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:09<00:00,  3.50s/it]
+2026-06-27 18:10:01.699 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000208/group_0/index_1780_seed_27247_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:10:22.824 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 18:10:22.998 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 18:10:24.183 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-27 18:12:15.543 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.33s (1.86min)
+2026-06-27 18:12:16.292 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 18:14:15.802 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 208: training:  50%|█████     | 1/2 [03:27<03:27, 207.21s/it]             2026-06-27 18:21:13.802 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 209, train_steps: 8360
+Global Step 208: training: 100%|██████████| 2/2 [06:57<00:00, 208.99s/it]0, 10.20s/it]
+2026-06-27 18:21:14.471 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 309	train_steps 8360	{'step': '309/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00775478', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.79534912', 'grpo_loop_time': '417.98980713', 'ref_model_time': '111.33271027', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87199062', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.16796875', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.381e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01073350', 'kl_moving': '0.01073351', 'kl_stepwise': '-1.969e-08', 'gathered_avg_reward_mean': '9.16711426', 'gathered_avg_reward_std': '1.10544598', 'gathered_video_score2_mq_reward_mean': '3.22192383', 'gathered_video_score2_mq_reward_std': '0.36197871', 'gathered_video_score2_overall_reward_mean': '9.16796875', 'gathered_video_score2_overall_reward_std': '1.11068773', 'gathered_video_score2_ta_reward_mean': '3.03051758', 'gathered_video_score2_ta_reward_std': '0.51553941', 'gathered_video_score2_vq_reward_mean': '2.91467285', 'gathered_video_score2_vq_reward_std': '0.50074011', 'gathered_ori_avg_reward_mean': '9.16711426', 'gathered_ori_avg_reward_std': '1.10544598'}
+2026-06-27 18:21:14.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 18:21:14.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:21:14.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 18:22:20.932 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000209/group_0/index_6573_seed_18771_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:22:36.264 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:22:36.268 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 18:23:46.068 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000209/group_0/index_6573_seed_18772_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:24:06.859 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 18:24:06.987 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 18:24:08.061 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.43s/it]
+2026-06-27 18:25:59.285 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.12s (1.85min)
+2026-06-27 18:26:00.028 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 18:27:59.943 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 209: training:  50%|█████     | 1/2 [03:30<03:30, 210.38s/it]             2026-06-27 18:35:00.559 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 210, train_steps: 8400
+Global Step 209: training: 100%|██████████| 2/2 [07:00<00:00, 210.31s/it]0, 10.17s/it]
+2026-06-27 18:35:01.167 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 310	train_steps 8400	{'step': '310/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-10', 'grad_norm': '0.00518118', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.46362305', 'grpo_loop_time': '420.61343384', 'ref_model_time': '111.11631012', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86479330', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.87841797', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00955170', 'kl_moving': '0.00955170', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '8.87597656', 'gathered_avg_reward_std': '0.93956536', 'gathered_video_score2_mq_reward_mean': '3.05541992', 'gathered_video_score2_mq_reward_std': '0.19564287', 'gathered_video_score2_overall_reward_mean': '8.87841797', 'gathered_video_score2_overall_reward_std': '0.93912810', 'gathered_video_score2_ta_reward_mean': '2.91442871', 'gathered_video_score2_ta_reward_std': '0.55034029', 'gathered_video_score2_vq_reward_mean': '2.90612793', 'gathered_video_score2_vq_reward_std': '0.48293656', 'gathered_ori_avg_reward_mean': '8.87597656', 'gathered_ori_avg_reward_std': '0.93956530'}
+2026-06-27 18:35:36.799 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=210 (missing=0, unexpected=0)
+2026-06-27 18:35:38.498 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 18:35:38.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:35:38.646 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 18:36:44.477 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000210/group_0/index_6833_seed_11968_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:37:02.097 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:37:02.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-27 18:38:09.650 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000210/group_0/index_6833_seed_11969_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:38:31.660 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 18:38:31.825 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 18:38:32.602 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-27 18:40:24.234 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.49s (1.86min)
+2026-06-27 18:40:24.979 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 18:42:22.133 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 210: training:  50%|█████     | 1/2 [03:27<03:27, 207.21s/it]             2026-06-27 18:49:20.255 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 211, train_steps: 8440
+Global Step 210: training: 100%|██████████| 2/2 [06:58<00:00, 209.05s/it]0, 10.19s/it]
+2026-06-27 18:49:20.931 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 311	train_steps 8440	{'step': '311/10000', 'learning_rate': '0.00001000', 'loss': '-2.235e-08', 'grad_norm': '0.00890632', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.43347168', 'grpo_loop_time': '418.09994507', 'ref_model_time': '111.49071503', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87776852', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.16943359', 'token_credit_video_advantage_mean': '4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.386e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.235e-08', 'kl_loss': '0.00851177', 'kl_moving': '0.00851177', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '9.16845703', 'gathered_avg_reward_std': '0.92386520', 'gathered_video_score2_mq_reward_mean': '3.16796875', 'gathered_video_score2_mq_reward_std': '0.31038100', 'gathered_video_score2_overall_reward_mean': '9.16943359', 'gathered_video_score2_overall_reward_std': '0.92445028', 'gathered_video_score2_ta_reward_mean': '3.11840820', 'gathered_video_score2_ta_reward_std': '0.44891977', 'gathered_video_score2_vq_reward_mean': '2.88208008', 'gathered_video_score2_vq_reward_std': '0.43657416', 'gathered_ori_avg_reward_mean': '9.16845703', 'gathered_ori_avg_reward_std': '0.92386514'}
+2026-06-27 18:49:21.032 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 18:49:21.121 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:49:21.180 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 18:50:27.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000211/group_0/index_5117_seed_25587_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:50:40.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 18:50:40.959 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:08,  3.40s/it][01:08<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:08<00:00,  3.40s/it]
+2026-06-27 18:51:56.110 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000211/group_0/index_5117_seed_25588_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 18:52:15.644 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 18:52:15.806 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 18:52:16.729 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.64s/it]
+2026-06-27 18:54:08.936 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.18s (1.87min)
+2026-06-27 18:54:09.714 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 18:56:07.095 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 211: training:  50%|█████     | 1/2 [03:27<03:27, 207.87s/it]             2026-06-27 19:03:05.733 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 212, train_steps: 8480
+Global Step 211: training: 100%|██████████| 2/2 [06:58<00:00, 209.31s/it]0, 10.19s/it]
+2026-06-27 19:03:06.397 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 312	train_steps 8480	{'step': '312/10000', 'learning_rate': '0.00001000', 'loss': '-2.235e-08', 'grad_norm': '0.00553862', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.63601685', 'grpo_loop_time': '418.62719727', 'ref_model_time': '112.18264771', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85553199', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.47412109', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.485e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.235e-08', 'kl_loss': '0.00842362', 'kl_moving': '0.00842363', 'kl_stepwise': '-2.051e-08', 'gathered_avg_reward_mean': '9.46899414', 'gathered_avg_reward_std': '0.90623528', 'gathered_video_score2_mq_reward_mean': '3.15112305', 'gathered_video_score2_mq_reward_std': '0.30703291', 'gathered_video_score2_overall_reward_mean': '9.47412109', 'gathered_video_score2_overall_reward_std': '0.90881497', 'gathered_video_score2_ta_reward_mean': '3.16455078', 'gathered_video_score2_ta_reward_std': '0.47749788', 'gathered_video_score2_vq_reward_mean': '3.15332031', 'gathered_video_score2_vq_reward_std': '0.33969638', 'gathered_ori_avg_reward_mean': '9.46899414', 'gathered_ori_avg_reward_std': '0.90623522'}
+2026-06-27 19:03:06.452 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 19:03:06.549 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:03:06.596 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 19:04:13.133 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000212/group_0/index_1303_seed_9598_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:04:30.791 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:04:30.795 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-27 19:05:36.791 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000212/group_0/index_1303_seed_9599_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:05:54.835 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 19:05:54.999 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 19:05:55.933 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.57s/it]
+2026-06-27 19:07:50.010 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.07s (1.90min)
+2026-06-27 19:07:50.737 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 19:09:47.633 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 212: training:  50%|█████     | 1/2 [03:27<03:27, 207.05s/it]             2026-06-27 19:16:45.159 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 213, train_steps: 8520
+Global Step 212: training: 100%|██████████| 2/2 [06:57<00:00, 208.77s/it]0, 10.17s/it]
+2026-06-27 19:16:45.821 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 313	train_steps 8520	{'step': '313/10000', 'learning_rate': '0.00001000', 'loss': '-7.334e-09', 'grad_norm': '0.00575073', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.23852539', 'grpo_loop_time': '417.53527832', 'ref_model_time': '114.07104492', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89745265', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.22656250', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.486e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.334e-09', 'kl_loss': '0.00861291', 'kl_moving': '0.00861291', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '9.22167969', 'gathered_avg_reward_std': '0.76266283', 'gathered_video_score2_mq_reward_mean': '3.16235352', 'gathered_video_score2_mq_reward_std': '0.24186623', 'gathered_video_score2_overall_reward_mean': '9.22656250', 'gathered_video_score2_overall_reward_std': '0.76390910', 'gathered_video_score2_ta_reward_mean': '3.04687500', 'gathered_video_score2_ta_reward_std': '0.58209515', 'gathered_video_score2_vq_reward_mean': '3.01245117', 'gathered_video_score2_vq_reward_std': '0.31385425', 'gathered_ori_avg_reward_mean': '9.22167969', 'gathered_ori_avg_reward_std': '0.76266283'}
+2026-06-27 19:16:45.867 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 19:16:45.961 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:16:45.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 19:17:51.836 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000213/group_0/index_2436_seed_30250_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:18:10.427 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:18:10.432 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 19:19:21.662 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000213/group_0/index_2436_seed_30251_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:19:41.804 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 19:19:41.970 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 19:19:42.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-27 19:21:34.223 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.22s (1.85min)
+2026-06-27 19:21:34.970 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 19:23:32.228 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 213: training:  50%|█████     | 1/2 [03:26<03:26, 206.60s/it]             2026-06-27 19:30:29.667 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 214, train_steps: 8560
+Global Step 213: training: 100%|██████████| 2/2 [06:57<00:00, 208.72s/it]0, 10.18s/it]
+2026-06-27 19:30:30.311 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 314	train_steps 8560	{'step': '314/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-10', 'grad_norm': '0.00489313', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.05871582', 'grpo_loop_time': '417.43997192', 'ref_model_time': '111.21575165', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87541175', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.75195312', 'token_credit_video_advantage_mean': '1.001e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.00879912', 'kl_moving': '0.00879912', 'kl_stepwise': '-1.888e-08', 'gathered_avg_reward_mean': '9.75439453', 'gathered_avg_reward_std': '0.67418456', 'gathered_video_score2_mq_reward_mean': '3.26049805', 'gathered_video_score2_mq_reward_std': '0.27252996', 'gathered_video_score2_overall_reward_mean': '9.75195312', 'gathered_video_score2_overall_reward_std': '0.67205381', 'gathered_video_score2_ta_reward_mean': '3.34912109', 'gathered_video_score2_ta_reward_std': '0.42002833', 'gathered_video_score2_vq_reward_mean': '3.14477539', 'gathered_video_score2_vq_reward_std': '0.40433219', 'gathered_ori_avg_reward_mean': '9.75439453', 'gathered_ori_avg_reward_std': '0.67418450'}
+2026-06-27 19:30:30.367 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 19:30:30.457 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:30:30.506 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 19:31:36.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000214/group_0/index_9778_seed_18904_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:31:51.499 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:31:51.503 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.30s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.30s/it]
+2026-06-27 19:33:04.551 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000214/group_0/index_9778_seed_18905_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:33:24.155 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 19:33:24.327 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 19:33:25.248 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.18s/it]
+2026-06-27 19:35:16.438 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.17s (1.85min)
+2026-06-27 19:35:17.194 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 19:37:15.318 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 214: training:  50%|█████     | 1/2 [03:27<03:27, 207.24s/it]             2026-06-27 19:44:13.238 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 215, train_steps: 8600
+Global Step 214: training: 100%|██████████| 2/2 [06:57<00:00, 208.96s/it]0, 10.20s/it]
+2026-06-27 19:44:13.910 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 315	train_steps 8600	{'step': '315/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00617523', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.78131104', 'grpo_loop_time': '417.92553711', 'ref_model_time': '111.16878510', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86364681', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.76806641', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00907358', 'kl_moving': '0.00907358', 'kl_stepwise': '-1.937e-08', 'gathered_avg_reward_mean': '9.76354980', 'gathered_avg_reward_std': '1.06726015', 'gathered_video_score2_mq_reward_mean': '3.34741211', 'gathered_video_score2_mq_reward_std': '0.33797237', 'gathered_video_score2_overall_reward_mean': '9.76806641', 'gathered_video_score2_overall_reward_std': '1.07013857', 'gathered_video_score2_ta_reward_mean': '3.33215332', 'gathered_video_score2_ta_reward_std': '0.60638946', 'gathered_video_score2_vq_reward_mean': '3.08398438', 'gathered_video_score2_vq_reward_std': '0.42193377', 'gathered_ori_avg_reward_mean': '9.76354980', 'gathered_ori_avg_reward_std': '1.06726015'}
+2026-06-27 19:44:13.969 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 19:44:14.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:44:14.106 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 19:45:19.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000215/group_0/index_7346_seed_7520_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:45:37.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:45:37.793 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-27 19:46:44.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000215/group_0/index_7346_seed_7521_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:47:08.992 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 19:47:09.221 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 19:47:10.463 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.50s/it]
+2026-06-27 19:49:02.210 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.74s (1.86min)
+2026-06-27 19:49:02.965 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 19:51:00.896 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 215: training:  50%|█████     | 1/2 [03:30<03:30, 210.03s/it]             2026-06-27 19:58:01.506 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 216, train_steps: 8640
+Global Step 215: training: 100%|██████████| 2/2 [07:00<00:00, 210.30s/it]0, 10.18s/it]
+2026-06-27 19:58:02.178 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 316	train_steps 8640	{'step': '316/10000', 'learning_rate': '0.00001000', 'loss': '1.676e-08', 'grad_norm': '0.00533182', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.95050049', 'grpo_loop_time': '420.60205078', 'ref_model_time': '111.74071503', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86599886', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.33349609', 'token_credit_video_advantage_mean': '-7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.412e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.676e-08', 'kl_loss': '0.00946031', 'kl_moving': '0.00946031', 'kl_stepwise': '-2.001e-08', 'gathered_avg_reward_mean': '9.33154297', 'gathered_avg_reward_std': '0.90936154', 'gathered_video_score2_mq_reward_mean': '3.25878906', 'gathered_video_score2_mq_reward_std': '0.41006207', 'gathered_video_score2_overall_reward_mean': '9.33349609', 'gathered_video_score2_overall_reward_std': '0.90907520', 'gathered_video_score2_ta_reward_mean': '2.85925293', 'gathered_video_score2_ta_reward_std': '0.57815385', 'gathered_video_score2_vq_reward_mean': '3.21350098', 'gathered_video_score2_vq_reward_std': '0.38880450', 'gathered_ori_avg_reward_mean': '9.33154297', 'gathered_ori_avg_reward_std': '0.90936154'}
+2026-06-27 19:58:02.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 19:58:02.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:58:02.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 19:59:07.941 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000216/group_0/index_1131_seed_17444_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 19:59:26.381 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 19:59:26.382 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-27 20:00:33.894 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000216/group_0/index_1131_seed_17445_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:00:53.039 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 20:00:53.161 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 20:00:54.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.58s/it]
+2026-06-27 20:02:45.523 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.38s (1.86min)
+2026-06-27 20:02:46.272 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 20:04:45.038 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 216: training:  50%|█████     | 1/2 [03:27<03:27, 207.74s/it]             2026-06-27 20:11:43.077 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 217, train_steps: 8680
+Global Step 216: training: 100%|██████████| 2/2 [06:58<00:00, 209.02s/it]0, 10.18s/it]
+2026-06-27 20:11:43.659 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 317	train_steps 8680	{'step': '317/10000', 'learning_rate': '0.00001000', 'loss': '9.779e-09', 'grad_norm': '0.00516817', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.99609375', 'grpo_loop_time': '418.04196167', 'ref_model_time': '111.38304901', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89000130', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.45849609', 'token_credit_video_advantage_mean': '4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.420e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.779e-09', 'kl_loss': '0.00949685', 'kl_moving': '0.00949686', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '9.46289062', 'gathered_avg_reward_std': '1.43772352', 'gathered_video_score2_mq_reward_mean': '3.23535156', 'gathered_video_score2_mq_reward_std': '0.47957769', 'gathered_video_score2_overall_reward_mean': '9.45849609', 'gathered_video_score2_overall_reward_std': '1.43156528', 'gathered_video_score2_ta_reward_mean': '3.15161133', 'gathered_video_score2_ta_reward_std': '0.71568072', 'gathered_video_score2_vq_reward_mean': '3.07592773', 'gathered_video_score2_vq_reward_std': '0.51980925', 'gathered_ori_avg_reward_mean': '9.46289062', 'gathered_ori_avg_reward_std': '1.43772352'}
+2026-06-27 20:11:43.783 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 20:11:43.869 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:11:43.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 20:12:50.177 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000217/group_0/index_8909_seed_24565_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:13:05.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:13:05.066 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 20:14:16.323 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000217/group_0/index_8909_seed_24566_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:14:38.101 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 20:14:38.253 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 20:14:39.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.04s/it]
+2026-06-27 20:16:30.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.26s (1.85min)
+2026-06-27 20:16:31.223 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 20:18:28.666 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 217: training:  50%|█████     | 1/2 [03:26<03:26, 206.13s/it]             2026-06-27 20:25:25.318 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 218, train_steps: 8720
+Global Step 217: training: 100%|██████████| 2/2 [06:56<00:00, 208.31s/it]0, 10.17s/it]
+2026-06-27 20:25:25.992 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 318	train_steps 8720	{'step': '318/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00726448', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.39590454', 'grpo_loop_time': '416.63088989', 'ref_model_time': '111.26176453', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88042921', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.22851562', 'token_credit_video_advantage_mean': '3.958e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00909352', 'kl_moving': '0.00909352', 'kl_stepwise': '-1.877e-08', 'gathered_avg_reward_mean': '9.22961426', 'gathered_avg_reward_std': '0.71441752', 'gathered_video_score2_mq_reward_mean': '3.20336914', 'gathered_video_score2_mq_reward_std': '0.31968656', 'gathered_video_score2_overall_reward_mean': '9.22851562', 'gathered_video_score2_overall_reward_std': '0.71808892', 'gathered_video_score2_ta_reward_mean': '2.92895508', 'gathered_video_score2_ta_reward_std': '0.42745271', 'gathered_video_score2_vq_reward_mean': '3.09729004', 'gathered_video_score2_vq_reward_std': '0.38899544', 'gathered_ori_avg_reward_mean': '9.22961426', 'gathered_ori_avg_reward_std': '0.71441752'}
+2026-06-27 20:25:26.043 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 20:25:26.139 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:25:26.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 20:26:31.883 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000218/group_0/index_919_seed_561_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:26:47.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:26:47.088 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.26s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.26s/it]
+2026-06-27 20:27:59.255 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000218/group_0/index_919_seed_562_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:28:17.988 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 20:28:18.151 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 20:28:19.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.35s/it]
+2026-06-27 20:30:10.679 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.41s (1.86min)
+2026-06-27 20:30:11.436 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 20:32:09.004 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 218: training:  50%|█████     | 1/2 [03:26<03:26, 206.60s/it]             2026-06-27 20:39:06.026 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 219, train_steps: 8760
+Global Step 218: training: 100%|██████████| 2/2 [06:57<00:00, 208.50s/it]0, 10.18s/it]
+2026-06-27 20:39:06.606 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 319	train_steps 8760	{'step': '319/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00738548', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.34759521', 'grpo_loop_time': '417.01278687', 'ref_model_time': '111.41220856', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84659266', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.37060547', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.365e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.01044494', 'kl_moving': '0.01044494', 'kl_stepwise': '-1.849e-08', 'gathered_avg_reward_mean': '9.36816406', 'gathered_avg_reward_std': '1.30839801', 'gathered_video_score2_mq_reward_mean': '3.14648438', 'gathered_video_score2_mq_reward_std': '0.42196089', 'gathered_video_score2_overall_reward_mean': '9.37060547', 'gathered_video_score2_overall_reward_std': '1.31194031', 'gathered_video_score2_ta_reward_mean': '3.24145508', 'gathered_video_score2_ta_reward_std': '0.53914690', 'gathered_video_score2_vq_reward_mean': '2.98022461', 'gathered_video_score2_vq_reward_std': '0.60211229', 'gathered_ori_avg_reward_mean': '9.36816406', 'gathered_ori_avg_reward_std': '1.30839801'}
+2026-06-27 20:39:06.727 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 20:39:06.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:39:06.871 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 20:40:13.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000219/group_0/index_2135_seed_16974_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:40:30.224 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:40:30.228 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-27 20:41:39.072 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000219/group_0/index_2135_seed_16975_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:42:03.410 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 20:42:03.576 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 20:42:04.499 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.01s/it]
+2026-06-27 20:43:55.539 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.91s (1.85min)
+2026-06-27 20:43:56.310 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 20:45:53.752 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 219: training:  50%|█████     | 1/2 [03:27<03:27, 207.02s/it]             2026-06-27 20:52:51.448 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 220, train_steps: 8800
+Global Step 219: training: 100%|██████████| 2/2 [06:57<00:00, 208.85s/it]0, 10.19s/it]
+2026-06-27 20:52:52.155 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 320	train_steps 8800	{'step': '320/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00743574', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.53540039', 'grpo_loop_time': '417.69476318', 'ref_model_time': '110.90583038', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87930894', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.70751953', 'token_credit_video_advantage_mean': '-6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.441e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.01094557', 'kl_moving': '0.01094557', 'kl_stepwise': '-1.968e-08', 'gathered_avg_reward_mean': '9.70629883', 'gathered_avg_reward_std': '1.19154763', 'gathered_video_score2_mq_reward_mean': '3.25512695', 'gathered_video_score2_mq_reward_std': '0.40232530', 'gathered_video_score2_overall_reward_mean': '9.70751953', 'gathered_video_score2_overall_reward_std': '1.19011033', 'gathered_video_score2_ta_reward_mean': '3.43115234', 'gathered_video_score2_ta_reward_std': '0.43954182', 'gathered_video_score2_vq_reward_mean': '3.02001953', 'gathered_video_score2_vq_reward_std': '0.57195872', 'gathered_ori_avg_reward_mean': '9.70629883', 'gathered_ori_avg_reward_std': '1.19154775'}
+2026-06-27 20:53:27.434 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=220 (missing=0, unexpected=0)
+2026-06-27 20:53:29.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 20:53:29.421 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:53:29.542 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 20:54:35.546 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000220/group_0/index_9566_seed_29737_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:54:53.911 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 20:54:53.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-27 20:55:59.675 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000220/group_0/index_9566_seed_29738_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 20:56:20.306 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 20:56:20.460 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 20:56:21.392 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-27 20:58:13.002 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.61s (1.86min)
+2026-06-27 20:58:13.734 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 21:00:12.173 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 220: training:  50%|█████     | 1/2 [03:27<03:27, 207.33s/it]             2026-06-27 21:07:09.779 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 221, train_steps: 8840
+Global Step 220: training: 100%|██████████| 2/2 [06:57<00:00, 208.81s/it]0, 10.17s/it]
+2026-06-27 21:07:10.479 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 321	train_steps 8840	{'step': '321/10000', 'learning_rate': '0.00001000', 'loss': '2.049e-08', 'grad_norm': '0.00514834', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.49468994', 'grpo_loop_time': '417.61413574', 'ref_model_time': '111.60633850', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86464179', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.09228516', 'token_credit_video_advantage_mean': '6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.445e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.049e-08', 'kl_loss': '0.00813793', 'kl_moving': '0.00813793', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '9.09643555', 'gathered_avg_reward_std': '1.17405498', 'gathered_video_score2_mq_reward_mean': '3.14013672', 'gathered_video_score2_mq_reward_std': '0.39254382', 'gathered_video_score2_overall_reward_mean': '9.09228516', 'gathered_video_score2_overall_reward_std': '1.17943430', 'gathered_video_score2_ta_reward_mean': '2.92822266', 'gathered_video_score2_ta_reward_std': '0.58230627', 'gathered_video_score2_vq_reward_mean': '3.02807617', 'gathered_video_score2_vq_reward_std': '0.44607580', 'gathered_ori_avg_reward_mean': '9.09643555', 'gathered_ori_avg_reward_std': '1.17405498'}
+2026-06-27 21:07:10.537 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 21:07:10.633 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:07:10.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 21:08:17.454 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000221/group_0/index_8632_seed_15629_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:08:33.260 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:08:33.264 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-27 21:09:41.793 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000221/group_0/index_8632_seed_15630_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:10:06.036 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 21:10:06.197 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 21:10:07.159 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-27 21:11:58.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.87s (1.85min)
+2026-06-27 21:11:58.782 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 21:13:58.406 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 221: training:  50%|█████     | 1/2 [03:31<03:31, 211.35s/it]             2026-06-27 21:21:00.299 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 222, train_steps: 8880
+Global Step 221: training: 100%|██████████| 2/2 [07:01<00:00, 210.94s/it]0, 10.18s/it]
+2026-06-27 21:21:00.978 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 322	train_steps 8880	{'step': '322/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00649256', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.19946289', 'grpo_loop_time': '421.87750244', 'ref_model_time': '110.86624146', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85675371', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.47460938', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00797511', 'kl_moving': '0.00797511', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '9.47351074', 'gathered_avg_reward_std': '0.94267339', 'gathered_video_score2_mq_reward_mean': '3.24926758', 'gathered_video_score2_mq_reward_std': '0.34019637', 'gathered_video_score2_overall_reward_mean': '9.47460938', 'gathered_video_score2_overall_reward_std': '0.94668150', 'gathered_video_score2_ta_reward_mean': '2.98986816', 'gathered_video_score2_ta_reward_std': '0.59856462', 'gathered_video_score2_vq_reward_mean': '3.23437500', 'gathered_video_score2_vq_reward_std': '0.37768611', 'gathered_ori_avg_reward_mean': '9.47351074', 'gathered_ori_avg_reward_std': '0.94267333'}
+2026-06-27 21:21:01.028 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 21:21:01.123 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:21:01.164 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 21:22:07.187 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000222/group_0/index_7856_seed_25236_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:22:24.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:22:24.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.03s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.03s/it]
+2026-06-27 21:23:32.127 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000222/group_0/index_7856_seed_25237_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:23:51.010 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 21:23:51.172 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 21:23:52.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-27 21:25:43.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.14s (1.85min)
+2026-06-27 21:25:43.974 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 21:27:42.598 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 222: training:  50%|█████     | 1/2 [03:28<03:28, 208.13s/it]             2026-06-27 21:34:41.463 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 223, train_steps: 8920
+Global Step 222: training: 100%|██████████| 2/2 [06:58<00:00, 209.42s/it]0, 10.20s/it]
+2026-06-27 21:34:42.139 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 323	train_steps 8920	{'step': '323/10000', 'learning_rate': '0.00001000', 'loss': '2.654e-08', 'grad_norm': '0.00598105', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.90100098', 'grpo_loop_time': '418.84548950', 'ref_model_time': '111.13950348', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86652857', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.58398438', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.427e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.654e-08', 'kl_loss': '0.00874483', 'kl_moving': '0.00874483', 'kl_stepwise': '-1.841e-08', 'gathered_avg_reward_mean': '9.58398438', 'gathered_avg_reward_std': '0.97960174', 'gathered_video_score2_mq_reward_mean': '3.23144531', 'gathered_video_score2_mq_reward_std': '0.35986161', 'gathered_video_score2_overall_reward_mean': '9.58398438', 'gathered_video_score2_overall_reward_std': '0.97741956', 'gathered_video_score2_ta_reward_mean': '3.11840820', 'gathered_video_score2_ta_reward_std': '0.55943006', 'gathered_video_score2_vq_reward_mean': '3.23413086', 'gathered_video_score2_vq_reward_std': '0.31177273', 'gathered_ori_avg_reward_mean': '9.58398438', 'gathered_ori_avg_reward_std': '0.97960174'}
+2026-06-27 21:34:42.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 21:34:42.313 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:34:42.339 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 21:35:48.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000223/group_0/index_3360_seed_15333_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:36:03.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:36:03.369 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 21:37:13.165 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000223/group_0/index_3360_seed_15334_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:37:33.652 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 21:37:33.818 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 21:37:34.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-27 21:39:26.219 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.47s (1.86min)
+2026-06-27 21:39:26.971 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 21:41:24.031 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 223: training:  50%|█████     | 1/2 [03:27<03:27, 207.42s/it]             2026-06-27 21:48:23.135 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 224, train_steps: 8960
+Global Step 223: training: 100%|██████████| 2/2 [06:59<00:00, 209.55s/it]0, 10.21s/it]
+2026-06-27 21:48:23.790 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 324	train_steps 8960	{'step': '324/10000', 'learning_rate': '0.00001000', 'loss': '-3.725e-09', 'grad_norm': '0.00577313', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.72982788', 'grpo_loop_time': '419.09594727', 'ref_model_time': '111.47454834', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88322216', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.40576172', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.00890151', 'kl_moving': '0.00890151', 'kl_stepwise': '-1.973e-08', 'gathered_avg_reward_mean': '9.40600586', 'gathered_avg_reward_std': '0.99749249', 'gathered_video_score2_mq_reward_mean': '3.17724609', 'gathered_video_score2_mq_reward_std': '0.40813509', 'gathered_video_score2_overall_reward_mean': '9.40576172', 'gathered_video_score2_overall_reward_std': '0.99408484', 'gathered_video_score2_ta_reward_mean': '3.14892578', 'gathered_video_score2_ta_reward_std': '0.44520086', 'gathered_video_score2_vq_reward_mean': '3.07983398', 'gathered_video_score2_vq_reward_std': '0.40758231', 'gathered_ori_avg_reward_mean': '9.40600586', 'gathered_ori_avg_reward_std': '0.99749249'}
+2026-06-27 21:48:23.840 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 21:48:23.933 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:48:23.970 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.94s/it][00:58<00:00,  2.93s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.94s/it]
+2026-06-27 21:49:30.581 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000224/group_0/index_4144_seed_28232_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:49:44.147 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 21:49:44.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-27 21:50:55.274 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000224/group_0/index_4144_seed_28233_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 21:51:14.962 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 21:51:15.129 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 21:51:15.957 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.30s/it]
+2026-06-27 21:53:08.100 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.04s (1.87min)
+2026-06-27 21:53:08.865 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 21:55:07.206 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 224: training:  50%|█████     | 1/2 [03:27<03:27, 207.96s/it]             2026-06-27 22:02:06.460 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 225, train_steps: 9000
+Global Step 224: training: 100%|██████████| 2/2 [06:59<00:00, 209.62s/it]0, 10.19s/it]
+2026-06-27 22:02:07.069 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 325	train_steps 9000	{'step': '325/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00619955', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.97723389', 'grpo_loop_time': '419.23617554', 'ref_model_time': '112.03958130', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84200501', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.51318359', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00912816', 'kl_moving': '0.00912816', 'kl_stepwise': '-1.891e-08', 'gathered_avg_reward_mean': '9.51611328', 'gathered_avg_reward_std': '1.14912724', 'gathered_video_score2_mq_reward_mean': '3.30224609', 'gathered_video_score2_mq_reward_std': '0.48509875', 'gathered_video_score2_overall_reward_mean': '9.51318359', 'gathered_video_score2_overall_reward_std': '1.14616060', 'gathered_video_score2_ta_reward_mean': '3.07592773', 'gathered_video_score2_ta_reward_std': '0.61981565', 'gathered_video_score2_vq_reward_mean': '3.13793945', 'gathered_video_score2_vq_reward_std': '0.42019480', 'gathered_ori_avg_reward_mean': '9.51611328', 'gathered_ori_avg_reward_std': '1.14912724'}
+2026-06-27 22:03:21.223 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 325 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-325
+2026-06-27 22:03:21.364 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 325: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-325
+2026-06-27 22:03:21.516 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 22:03:21.606 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:03:21.700 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-27 22:04:27.830 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000225/group_0/index_5012_seed_14984_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:04:42.813 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:04:42.817 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.26s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.26s/it]
+2026-06-27 22:05:55.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000225/group_0/index_5012_seed_14985_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:06:16.000 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 22:06:16.169 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 22:06:17.009 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-27 22:08:09.418 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.31s (1.87min)
+2026-06-27 22:08:10.162 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 22:10:07.623 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 225: training:  50%|█████     | 1/2 [03:27<03:27, 207.59s/it]             2026-06-27 22:17:06.021 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 226, train_steps: 9040
+Global Step 225: training: 100%|██████████| 2/2 [06:58<00:00, 209.18s/it]0, 10.17s/it]
+2026-06-27 22:17:06.700 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 326	train_steps 9040	{'step': '326/10000', 'learning_rate': '0.00001000', 'loss': '2.398e-08', 'grad_norm': '0.00674149', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.60107422', 'grpo_loop_time': '418.36285400', 'ref_model_time': '112.31429291', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85222518', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.32128906', 'token_credit_video_advantage_mean': '-2.095e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.398e-08', 'kl_loss': '0.00960615', 'kl_moving': '0.00960615', 'kl_stepwise': '-1.966e-08', 'gathered_avg_reward_mean': '9.32299805', 'gathered_avg_reward_std': '0.90326619', 'gathered_video_score2_mq_reward_mean': '3.13061523', 'gathered_video_score2_mq_reward_std': '0.34567958', 'gathered_video_score2_overall_reward_mean': '9.32128906', 'gathered_video_score2_overall_reward_std': '0.90335727', 'gathered_video_score2_ta_reward_mean': '3.20056152', 'gathered_video_score2_ta_reward_std': '0.48375845', 'gathered_video_score2_vq_reward_mean': '2.99182129', 'gathered_video_score2_vq_reward_std': '0.36441728', 'gathered_ori_avg_reward_mean': '9.32299805', 'gathered_ori_avg_reward_std': '0.90326619'}
+2026-06-27 22:17:06.753 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 22:17:06.847 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:17:06.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 22:18:12.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000226/group_0/index_7674_seed_13414_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:18:26.955 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:18:26.959 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-27 22:19:37.522 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000226/group_0/index_7674_seed_13415_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:19:56.152 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 22:19:56.318 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 22:19:57.112 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-27 22:21:49.988 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.73s (1.88min)
+2026-06-27 22:21:50.755 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 22:23:47.443 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 226: training:  50%|█████     | 1/2 [03:28<03:28, 208.11s/it]             2026-06-27 22:30:46.831 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 227, train_steps: 9080
+Global Step 226: training: 100%|██████████| 2/2 [06:59<00:00, 209.68s/it]0, 10.19s/it]
+2026-06-27 22:30:47.475 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 327	train_steps 9080	{'step': '327/10000', 'learning_rate': '0.00001000', 'loss': '-1.676e-08', 'grad_norm': '0.00732734', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.95166016', 'grpo_loop_time': '419.36853027', 'ref_model_time': '112.72799683', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85187376', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06835938', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.489e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.00993858', 'kl_moving': '0.00993859', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '9.07202148', 'gathered_avg_reward_std': '1.07356036', 'gathered_video_score2_mq_reward_mean': '3.12805176', 'gathered_video_score2_mq_reward_std': '0.44409788', 'gathered_video_score2_overall_reward_mean': '9.06835938', 'gathered_video_score2_overall_reward_std': '1.07182086', 'gathered_video_score2_ta_reward_mean': '2.82287598', 'gathered_video_score2_ta_reward_std': '0.57701057', 'gathered_video_score2_vq_reward_mean': '3.12109375', 'gathered_video_score2_vq_reward_std': '0.43682811', 'gathered_ori_avg_reward_mean': '9.07202148', 'gathered_ori_avg_reward_std': '1.07356024'}
+2026-06-27 22:30:47.523 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 22:30:47.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:30:47.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-27 22:31:53.254 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000227/group_0/index_9774_seed_13154_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:32:06.665 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:32:06.669 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:08,  3.42s/it][01:08<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:08<00:00,  3.42s/it]
+2026-06-27 22:33:22.044 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000227/group_0/index_9774_seed_13155_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:33:40.551 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 22:33:40.716 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 22:33:41.718 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.41s/it]
+2026-06-27 22:35:33.238 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.47s (1.86min)
+2026-06-27 22:35:33.988 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 22:37:31.399 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 227: training:  50%|█████     | 1/2 [03:26<03:26, 206.66s/it]             2026-06-27 22:44:29.469 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 228, train_steps: 9120
+Global Step 227: training: 100%|██████████| 2/2 [06:58<00:00, 209.03s/it]0, 10.20s/it]
+2026-06-27 22:44:30.156 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 328	train_steps 9120	{'step': '328/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00672035', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.41879272', 'grpo_loop_time': '418.06976318', 'ref_model_time': '111.46906281', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83911502', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.83544922', 'token_credit_video_advantage_mean': '-1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.468e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.094e-08', 'kl_loss': '0.00987276', 'kl_moving': '0.00987276', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '8.83386230', 'gathered_avg_reward_std': '1.02457488', 'gathered_video_score2_mq_reward_mean': '3.06335449', 'gathered_video_score2_mq_reward_std': '0.34039366', 'gathered_video_score2_overall_reward_mean': '8.83544922', 'gathered_video_score2_overall_reward_std': '1.02202380', 'gathered_video_score2_ta_reward_mean': '2.93688965', 'gathered_video_score2_ta_reward_std': '0.54210097', 'gathered_video_score2_vq_reward_mean': '2.83361816', 'gathered_video_score2_vq_reward_std': '0.49197951', 'gathered_ori_avg_reward_mean': '8.83386230', 'gathered_ori_avg_reward_std': '1.02457488'}
+2026-06-27 22:44:30.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 22:44:30.310 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:44:30.352 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 22:45:36.513 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000228/group_0/index_1042_seed_14994_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:45:49.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:45:49.103 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-27 22:47:00.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000228/group_0/index_1042_seed_14995_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:47:17.271 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 22:47:17.433 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 22:47:18.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-27 22:49:09.591 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.11s (1.85min)
+2026-06-27 22:49:10.347 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 22:51:07.485 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 228: training:  50%|█████     | 1/2 [03:27<03:27, 207.90s/it]             2026-06-27 22:58:06.153 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 229, train_steps: 9160
+Global Step 228: training: 100%|██████████| 2/2 [06:58<00:00, 209.33s/it]0, 10.18s/it]
+2026-06-27 22:58:06.798 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 329	train_steps 9160	{'step': '329/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.00888576', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '280.09600830', 'grpo_loop_time': '418.66925049', 'ref_model_time': '111.10870361', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88251477', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.72949219', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.398e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.01003093', 'kl_moving': '0.01003093', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '8.72851562', 'gathered_avg_reward_std': '1.35490084', 'gathered_video_score2_mq_reward_mean': '3.03161621', 'gathered_video_score2_mq_reward_std': '0.43103576', 'gathered_video_score2_overall_reward_mean': '8.72949219', 'gathered_video_score2_overall_reward_std': '1.35241139', 'gathered_video_score2_ta_reward_mean': '2.77502441', 'gathered_video_score2_ta_reward_std': '0.70121700', 'gathered_video_score2_vq_reward_mean': '2.92187500', 'gathered_video_score2_vq_reward_std': '0.56681186', 'gathered_ori_avg_reward_mean': '8.72851562', 'gathered_ori_avg_reward_std': '1.35490084'}
+2026-06-27 22:58:06.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 22:58:06.963 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:58:07.000 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 22:59:13.187 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000229/group_0/index_2907_seed_30776_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 22:59:33.396 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 22:59:33.400 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-27 23:00:38.591 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000229/group_0/index_2907_seed_30777_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:01:00.551 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 23:01:00.716 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 23:01:01.779 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-27 23:02:54.402 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.44s (1.87min)
+2026-06-27 23:02:55.147 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 23:04:52.870 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 229: training:  50%|█████     | 1/2 [03:27<03:27, 207.80s/it]             2026-06-27 23:11:51.584 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 230, train_steps: 9200
+Global Step 229: training: 100%|██████████| 2/2 [06:58<00:00, 209.36s/it]0, 10.19s/it]
+2026-06-27 23:11:52.229 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 330	train_steps 9200	{'step': '330/10000', 'learning_rate': '0.00001000', 'loss': '1.118e-08', 'grad_norm': '0.00484219', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.22488403', 'grpo_loop_time': '418.71429443', 'ref_model_time': '112.44297791', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88854349', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.70996094', 'token_credit_video_advantage_mean': '1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.470e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.118e-08', 'kl_loss': '0.00956641', 'kl_moving': '0.00956642', 'kl_stepwise': '-1.956e-08', 'gathered_avg_reward_mean': '9.70776367', 'gathered_avg_reward_std': '1.02516806', 'gathered_video_score2_mq_reward_mean': '3.26684570', 'gathered_video_score2_mq_reward_std': '0.41125509', 'gathered_video_score2_overall_reward_mean': '9.70996094', 'gathered_video_score2_overall_reward_std': '1.02579749', 'gathered_video_score2_ta_reward_mean': '3.22607422', 'gathered_video_score2_ta_reward_std': '0.53499919', 'gathered_video_score2_vq_reward_mean': '3.21484375', 'gathered_video_score2_vq_reward_std': '0.38713282', 'gathered_ori_avg_reward_mean': '9.70776367', 'gathered_ori_avg_reward_std': '1.02516806'}
+2026-06-27 23:12:27.656 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=230 (missing=0, unexpected=0)
+2026-06-27 23:12:29.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 23:12:29.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:12:29.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.95s/it][00:59<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.95s/it]
+2026-06-27 23:13:36.874 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000230/group_0/index_7128_seed_21624_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:13:50.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:13:50.483 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-27 23:15:02.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000230/group_0/index_7128_seed_21625_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:15:22.552 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 23:15:22.716 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 23:15:23.999 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.60s/it]
+2026-06-27 23:17:15.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.29s (1.85min)
+2026-06-27 23:17:16.069 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 23:19:15.555 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 230: training:  50%|█████     | 1/2 [03:27<03:27, 207.45s/it]             2026-06-27 23:26:14.229 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 231, train_steps: 9240
+Global Step 230: training: 100%|██████████| 2/2 [06:58<00:00, 209.32s/it]0, 10.19s/it]
+2026-06-27 23:26:14.901 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 331	train_steps 9240	{'step': '331/10000', 'learning_rate': '0.00001000', 'loss': '-1.770e-08', 'grad_norm': '0.00637297', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.38745117', 'grpo_loop_time': '418.63775635', 'ref_model_time': '111.28853607', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85685152', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.34375000', 'token_credit_video_advantage_mean': '5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.506e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.770e-08', 'kl_loss': '0.00863580', 'kl_moving': '0.00863580', 'kl_stepwise': '-1.977e-08', 'gathered_avg_reward_mean': '9.34680176', 'gathered_avg_reward_std': '1.00754142', 'gathered_video_score2_mq_reward_mean': '3.22753906', 'gathered_video_score2_mq_reward_std': '0.33264965', 'gathered_video_score2_overall_reward_mean': '9.34375000', 'gathered_video_score2_overall_reward_std': '1.00941610', 'gathered_video_score2_ta_reward_mean': '3.01770020', 'gathered_video_score2_ta_reward_std': '0.57569206', 'gathered_video_score2_vq_reward_mean': '3.10156250', 'gathered_video_score2_vq_reward_std': '0.47908527', 'gathered_ori_avg_reward_mean': '9.34680176', 'gathered_ori_avg_reward_std': '1.00754142'}
+2026-06-27 23:26:15.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 23:26:15.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:26:15.173 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-27 23:27:21.260 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000231/group_0/index_5373_seed_32886_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:27:38.492 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:27:38.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-27 23:28:45.974 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000231/group_0/index_5373_seed_32887_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:29:05.917 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 23:29:06.078 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 23:29:06.924 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-27 23:30:58.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.35s (1.86min)
+2026-06-27 23:30:59.117 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 23:32:59.220 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 231: training:  50%|█████     | 1/2 [03:30<03:30, 210.79s/it]             2026-06-27 23:40:01.394 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 232, train_steps: 9280
+Global Step 231: training: 100%|██████████| 2/2 [07:02<00:00, 211.09s/it]0, 10.18s/it]
+2026-06-27 23:40:02.059 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 332	train_steps 9280	{'step': '332/10000', 'learning_rate': '0.00001000', 'loss': '-5.122e-09', 'grad_norm': '0.00633106', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.01705933', 'grpo_loop_time': '422.18582153', 'ref_model_time': '111.34696960', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87485039', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.02539062', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.122e-09', 'kl_loss': '0.00887961', 'kl_moving': '0.00887961', 'kl_stepwise': '-2.016e-08', 'gathered_avg_reward_mean': '9.02563477', 'gathered_avg_reward_std': '1.10167456', 'gathered_video_score2_mq_reward_mean': '3.14086914', 'gathered_video_score2_mq_reward_std': '0.22118641', 'gathered_video_score2_overall_reward_mean': '9.02539062', 'gathered_video_score2_overall_reward_std': '1.10257149', 'gathered_video_score2_ta_reward_mean': '2.97644043', 'gathered_video_score2_ta_reward_std': '0.63518089', 'gathered_video_score2_vq_reward_mean': '2.90832520', 'gathered_video_score2_vq_reward_std': '0.47295526', 'gathered_ori_avg_reward_mean': '9.02563477', 'gathered_ori_avg_reward_std': '1.10167456'}
+2026-06-27 23:40:02.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 23:40:02.210 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:40:02.229 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-27 23:41:08.153 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000232/group_0/index_2288_seed_21658_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:41:21.322 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:41:21.327 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:08,  3.42s/it][01:08<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:08<00:00,  3.42s/it]
+2026-06-27 23:42:36.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000232/group_0/index_2288_seed_21659_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:43:00.763 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 23:43:00.928 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 23:43:01.917 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.58s/it]
+2026-06-27 23:44:53.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.69s (1.86min)
+2026-06-27 23:44:54.404 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-27 23:46:51.200 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 232: training:  50%|█████     | 1/2 [03:27<03:27, 207.29s/it]             2026-06-27 23:53:50.291 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 233, train_steps: 9320
+Global Step 232: training: 100%|██████████| 2/2 [06:59<00:00, 209.53s/it]0, 10.18s/it]
+2026-06-27 23:53:50.943 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 333	train_steps 9320	{'step': '333/10000', 'learning_rate': '0.00001000', 'loss': '3.958e-09', 'grad_norm': '0.00566461', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.24514771', 'grpo_loop_time': '419.07351685', 'ref_model_time': '111.69496918', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87127239', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.97460938', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.452e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00854871', 'kl_moving': '0.00854872', 'kl_stepwise': '-2.019e-08', 'gathered_avg_reward_mean': '8.97497559', 'gathered_avg_reward_std': '0.94448102', 'gathered_video_score2_mq_reward_mean': '3.10083008', 'gathered_video_score2_mq_reward_std': '0.26624081', 'gathered_video_score2_overall_reward_mean': '8.97460938', 'gathered_video_score2_overall_reward_std': '0.94540733', 'gathered_video_score2_ta_reward_mean': '2.84191895', 'gathered_video_score2_ta_reward_std': '0.57973069', 'gathered_video_score2_vq_reward_mean': '3.03222656', 'gathered_video_score2_vq_reward_std': '0.30479860', 'gathered_ori_avg_reward_mean': '8.97497559', 'gathered_ori_avg_reward_std': '0.94448102'}
+2026-06-27 23:53:50.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-27 23:53:51.085 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:53:51.132 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-27 23:54:57.116 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000233/group_0/index_6266_seed_7716_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:55:12.851 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-27 23:55:12.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-27 23:56:22.716 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000233/group_0/index_6266_seed_7717_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-27 23:56:43.517 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-27 23:56:43.681 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-27 23:56:44.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.21s/it]
+2026-06-27 23:58:36.045 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.43s (1.86min)
+2026-06-27 23:58:36.787 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 00:00:34.170 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 233: training:  50%|█████     | 1/2 [03:26<03:26, 206.73s/it]             2026-06-28 00:07:31.974 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 234, train_steps: 9360
+Global Step 233: training: 100%|██████████| 2/2 [06:57<00:00, 208.90s/it]0, 10.16s/it]
+2026-06-28 00:07:32.631 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 334	train_steps 9360	{'step': '334/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00716127', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.74487305', 'grpo_loop_time': '417.81036377', 'ref_model_time': '111.43228149', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87266326', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17089844', 'token_credit_video_advantage_mean': '1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.435e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.397e-09', 'kl_loss': '0.00991734', 'kl_moving': '0.00991734', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.17016602', 'gathered_avg_reward_std': '1.01522338', 'gathered_video_score2_mq_reward_mean': '3.13452148', 'gathered_video_score2_mq_reward_std': '0.31441814', 'gathered_video_score2_overall_reward_mean': '9.17089844', 'gathered_video_score2_overall_reward_std': '1.01610518', 'gathered_video_score2_ta_reward_mean': '3.02319336', 'gathered_video_score2_ta_reward_std': '0.66573489', 'gathered_video_score2_vq_reward_mean': '3.01245117', 'gathered_video_score2_vq_reward_std': '0.39922354', 'gathered_ori_avg_reward_mean': '9.17016602', 'gathered_ori_avg_reward_std': '1.01522350'}
+2026-06-28 00:07:32.679 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 00:07:32.771 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:07:32.816 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 00:08:38.405 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000234/group_0/index_9570_seed_2622_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:08:56.569 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:08:56.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.25s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.25s/it]
+2026-06-28 00:10:08.850 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000234/group_0/index_9570_seed_2623_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:10:30.518 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 00:10:30.682 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 00:10:31.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.66s/it]
+2026-06-28 00:12:22.860 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.24s (1.85min)
+2026-06-28 00:12:23.620 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 00:14:21.226 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 234: training:  50%|█████     | 1/2 [03:28<03:28, 208.00s/it]             2026-06-28 00:21:21.028 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 235, train_steps: 9400
+Global Step 234: training: 100%|██████████| 2/2 [06:59<00:00, 209.90s/it]0, 10.19s/it]
+2026-06-28 00:21:21.711 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 335	train_steps 9400	{'step': '335/10000', 'learning_rate': '0.00001000', 'loss': '6.985e-09', 'grad_norm': '0.00696194', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.89230347', 'grpo_loop_time': '419.79589844', 'ref_model_time': '111.23580170', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86258334', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07714844', 'token_credit_video_advantage_mean': '-6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.392e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.985e-09', 'kl_loss': '0.00896608', 'kl_moving': '0.00896608', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '9.08032227', 'gathered_avg_reward_std': '0.93261516', 'gathered_video_score2_mq_reward_mean': '3.15112305', 'gathered_video_score2_mq_reward_std': '0.31874922', 'gathered_video_score2_overall_reward_mean': '9.07714844', 'gathered_video_score2_overall_reward_std': '0.93263662', 'gathered_video_score2_ta_reward_mean': '2.90258789', 'gathered_video_score2_ta_reward_std': '0.59773278', 'gathered_video_score2_vq_reward_mean': '3.02661133', 'gathered_video_score2_vq_reward_std': '0.44174904', 'gathered_ori_avg_reward_mean': '9.08032227', 'gathered_ori_avg_reward_std': '0.93261510'}
+2026-06-28 00:21:21.759 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 00:21:21.853 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:21:21.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 00:22:28.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000235/group_0/index_3095_seed_6549_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:22:46.656 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:22:46.660 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 00:23:52.118 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000235/group_0/index_3095_seed_6550_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:24:11.389 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 00:24:11.557 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 00:24:12.489 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.69s/it]
+2026-06-28 00:26:05.767 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.27s (1.89min)
+2026-06-28 00:26:06.505 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 00:28:05.925 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 235: training:  50%|█████     | 1/2 [03:29<03:29, 209.22s/it]             2026-06-28 00:35:06.588 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 236, train_steps: 9440
+Global Step 235: training: 100%|██████████| 2/2 [07:00<00:00, 210.33s/it]0, 10.17s/it]
+2026-06-28 00:35:07.283 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 336	train_steps 9440	{'step': '336/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00652433', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.69818115', 'grpo_loop_time': '420.67050171', 'ref_model_time': '113.27371216', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86410534', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.39941406', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00937341', 'kl_moving': '0.00937341', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '9.39746094', 'gathered_avg_reward_std': '0.91710865', 'gathered_video_score2_mq_reward_mean': '3.19982910', 'gathered_video_score2_mq_reward_std': '0.35113582', 'gathered_video_score2_overall_reward_mean': '9.39941406', 'gathered_video_score2_overall_reward_std': '0.91801810', 'gathered_video_score2_ta_reward_mean': '3.18908691', 'gathered_video_score2_ta_reward_std': '0.53528309', 'gathered_video_score2_vq_reward_mean': '3.00854492', 'gathered_video_score2_vq_reward_std': '0.37733170', 'gathered_ori_avg_reward_mean': '9.39746094', 'gathered_ori_avg_reward_std': '0.91710865'}
+2026-06-28 00:35:07.335 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 00:35:07.430 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:35:07.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 00:36:13.674 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000236/group_0/index_4516_seed_18834_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:36:28.006 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:36:28.010 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:10,  3.54s/it][01:10<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:10<00:00,  3.54s/it]
+2026-06-28 00:37:45.935 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000236/group_0/index_4516_seed_18835_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:38:09.259 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 00:38:09.462 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 00:38:10.587 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.07s/it]
+2026-06-28 00:40:01.517 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.92s (1.85min)
+2026-06-28 00:40:02.263 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 00:42:00.927 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 236: training:  50%|█████     | 1/2 [03:29<03:29, 209.63s/it]             2026-06-28 00:49:02.019 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 237, train_steps: 9480
+Global Step 236: training: 100%|██████████| 2/2 [07:01<00:00, 210.54s/it]0, 10.17s/it]
+2026-06-28 00:49:02.611 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 337	train_steps 9480	{'step': '337/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00577091', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '294.88381958', 'grpo_loop_time': '421.08105469', 'ref_model_time': '110.92140961', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86469311', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23266602', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00918627', 'kl_moving': '0.00918627', 'kl_stepwise': '-1.918e-08', 'gathered_avg_reward_mean': '9.23010254', 'gathered_avg_reward_std': '1.46296227', 'gathered_video_score2_mq_reward_mean': '3.17419434', 'gathered_video_score2_mq_reward_std': '0.51533949', 'gathered_video_score2_overall_reward_mean': '9.23266602', 'gathered_video_score2_overall_reward_std': '1.46595037', 'gathered_video_score2_ta_reward_mean': '2.98559570', 'gathered_video_score2_ta_reward_std': '0.73211217', 'gathered_video_score2_vq_reward_mean': '3.07031250', 'gathered_video_score2_vq_reward_std': '0.52869296', 'gathered_ori_avg_reward_mean': '9.23010254', 'gathered_ori_avg_reward_std': '1.46296239'}
+2026-06-28 00:49:02.719 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 00:49:02.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:49:02.837 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 00:50:09.065 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000237/group_0/index_1564_seed_28196_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:50:24.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 00:50:24.167 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-28 00:51:36.804 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000237/group_0/index_1564_seed_28197_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 00:51:56.103 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 00:51:56.392 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 00:51:57.296 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.57s/it]
+2026-06-28 00:53:50.146 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.84s (1.88min)
+2026-06-28 00:53:50.905 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 00:55:48.012 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 237: training:  50%|█████     | 1/2 [03:27<03:27, 207.96s/it]             2026-06-28 01:02:47.616 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 238, train_steps: 9520
+Global Step 237: training: 100%|██████████| 2/2 [06:59<00:00, 209.84s/it]0, 10.18s/it]
+2026-06-28 01:02:48.284 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 338	train_steps 9520	{'step': '338/10000', 'learning_rate': '0.00001000', 'loss': '-4.470e-09', 'grad_norm': '0.00529773', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.13671875', 'grpo_loop_time': '419.67715454', 'ref_model_time': '112.84281921', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87771761', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.62988281', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.470e-09', 'kl_loss': '0.00928120', 'kl_moving': '0.00928120', 'kl_stepwise': '-1.915e-08', 'gathered_avg_reward_mean': '9.63269043', 'gathered_avg_reward_std': '1.08051109', 'gathered_video_score2_mq_reward_mean': '3.28808594', 'gathered_video_score2_mq_reward_std': '0.36661437', 'gathered_video_score2_overall_reward_mean': '9.62988281', 'gathered_video_score2_overall_reward_std': '1.07951415', 'gathered_video_score2_ta_reward_mean': '3.18750000', 'gathered_video_score2_ta_reward_std': '0.60392475', 'gathered_video_score2_vq_reward_mean': '3.15710449', 'gathered_video_score2_vq_reward_std': '0.45417637', 'gathered_ori_avg_reward_mean': '9.63269043', 'gathered_ori_avg_reward_std': '1.08051109'}
+2026-06-28 01:02:48.393 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 01:02:48.483 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:02:48.534 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 01:03:54.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000238/group_0/index_7344_seed_23074_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:04:08.034 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:04:08.038 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.32s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.32s/it]
+2026-06-28 01:05:21.549 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000238/group_0/index_7344_seed_23075_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:05:43.808 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 01:05:43.979 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 01:05:44.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.62s/it]
+2026-06-28 01:07:36.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.13s (1.85min)
+2026-06-28 01:07:36.805 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 01:09:34.232 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 238: training:  50%|█████     | 1/2 [03:26<03:26, 206.90s/it]             2026-06-28 01:16:32.516 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 239, train_steps: 9560
+Global Step 238: training: 100%|██████████| 2/2 [06:58<00:00, 209.13s/it]0, 10.18s/it]
+2026-06-28 01:16:33.190 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 339	train_steps 9560	{'step': '339/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00482241', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.36679077', 'grpo_loop_time': '418.26232910', 'ref_model_time': '111.12972260', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85233498', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.71142578', 'token_credit_video_advantage_mean': '-4.191e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.467e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00964359', 'kl_moving': '0.00964359', 'kl_stepwise': '-1.992e-08', 'gathered_avg_reward_mean': '9.71325684', 'gathered_avg_reward_std': '1.20668411', 'gathered_video_score2_mq_reward_mean': '3.28051758', 'gathered_video_score2_mq_reward_std': '0.36560944', 'gathered_video_score2_overall_reward_mean': '9.71142578', 'gathered_video_score2_overall_reward_std': '1.20622504', 'gathered_video_score2_ta_reward_mean': '3.36938477', 'gathered_video_score2_ta_reward_std': '0.46436232', 'gathered_video_score2_vq_reward_mean': '3.06335449', 'gathered_video_score2_vq_reward_std': '0.59705299', 'gathered_ori_avg_reward_mean': '9.71325684', 'gathered_ori_avg_reward_std': '1.20668411'}
+2026-06-28 01:16:33.238 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 01:16:33.333 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:16:33.387 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 01:17:39.427 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000239/group_0/index_1298_seed_19430_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:17:54.408 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:17:54.409 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:10,  3.50s/it][01:10<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:10<00:00,  3.50s/it]
+2026-06-28 01:19:11.540 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000239/group_0/index_1298_seed_19431_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:19:30.419 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 01:19:30.589 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 01:19:31.515 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-28 01:21:22.588 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.07s (1.85min)
+2026-06-28 01:21:23.330 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 01:23:21.073 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 239: training:  50%|█████     | 1/2 [03:27<03:27, 207.91s/it]             2026-06-28 01:30:20.644 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 240, train_steps: 9600
+Global Step 239: training: 100%|██████████| 2/2 [06:59<00:00, 209.78s/it]0, 10.18s/it]
+2026-06-28 01:30:21.283 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 340	train_steps 9600	{'step': '340/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00450227', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.04220581', 'grpo_loop_time': '419.56781006', 'ref_model_time': '111.06921387', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86309773', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01025391', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.457e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00961057', 'kl_moving': '0.00961057', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '9.00646973', 'gathered_avg_reward_std': '1.10392833', 'gathered_video_score2_mq_reward_mean': '3.14526367', 'gathered_video_score2_mq_reward_std': '0.39109033', 'gathered_video_score2_overall_reward_mean': '9.01025391', 'gathered_video_score2_overall_reward_std': '1.10415053', 'gathered_video_score2_ta_reward_mean': '2.85656738', 'gathered_video_score2_ta_reward_std': '0.60106987', 'gathered_video_score2_vq_reward_mean': '3.00463867', 'gathered_video_score2_vq_reward_std': '0.49875242', 'gathered_ori_avg_reward_mean': '9.00646973', 'gathered_ori_avg_reward_std': '1.10392821'}
+2026-06-28 01:30:56.494 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=240 (missing=0, unexpected=0)
+2026-06-28 01:30:58.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 01:30:58.797 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:30:58.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 01:32:04.832 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000240/group_0/index_265_seed_12442_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:32:20.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:32:20.376 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-28 01:33:30.325 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000240/group_0/index_265_seed_12443_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:33:51.671 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 01:33:51.829 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 01:33:52.768 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-28 01:35:44.058 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.27s (1.85min)
+2026-06-28 01:35:44.824 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 01:37:43.680 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 240: training:  50%|█████     | 1/2 [03:28<03:28, 208.74s/it]             2026-06-28 01:44:43.883 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 241, train_steps: 9640
+Global Step 240: training: 100%|██████████| 2/2 [07:00<00:00, 210.09s/it]0, 10.18s/it]
+2026-06-28 01:44:44.500 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 341	train_steps 9640	{'step': '341/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00655047', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.21313477', 'grpo_loop_time': '420.18832397', 'ref_model_time': '111.26515961', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84407407', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18798828', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.393e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.00909473', 'kl_moving': '0.00909473', 'kl_stepwise': '-1.867e-08', 'gathered_avg_reward_mean': '9.18872070', 'gathered_avg_reward_std': '1.08518565', 'gathered_video_score2_mq_reward_mean': '3.18603516', 'gathered_video_score2_mq_reward_std': '0.32443893', 'gathered_video_score2_overall_reward_mean': '9.18798828', 'gathered_video_score2_overall_reward_std': '1.08493221', 'gathered_video_score2_ta_reward_mean': '3.08630371', 'gathered_video_score2_ta_reward_std': '0.54341370', 'gathered_video_score2_vq_reward_mean': '2.91638184', 'gathered_video_score2_vq_reward_std': '0.45157897', 'gathered_ori_avg_reward_mean': '9.18872070', 'gathered_ori_avg_reward_std': '1.08518577'}
+2026-06-28 01:44:44.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 01:44:44.742 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:44:44.792 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 01:45:50.737 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000241/group_0/index_4381_seed_20764_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:46:04.766 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:46:04.770 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 01:47:16.501 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000241/group_0/index_4381_seed_20765_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:47:36.726 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 01:47:36.881 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 01:47:37.753 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.32s/it]
+2026-06-28 01:49:29.432 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.60s (1.86min)
+2026-06-28 01:49:30.185 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 01:51:28.094 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 241: training:  50%|█████     | 1/2 [03:27<03:27, 207.10s/it]             2026-06-28 01:58:26.707 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 242, train_steps: 9680
+Global Step 241: training: 100%|██████████| 2/2 [06:58<00:00, 209.29s/it]0, 10.18s/it]
+2026-06-28 01:58:27.341 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 342	train_steps 9680	{'step': '342/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00590351', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.48684692', 'grpo_loop_time': '418.59204102', 'ref_model_time': '111.59663391', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88339806', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.50195312', 'token_credit_video_advantage_mean': '8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-08', 'kl_loss': '0.00833935', 'kl_moving': '0.00833935', 'kl_stepwise': '-1.899e-08', 'gathered_avg_reward_mean': '9.49963379', 'gathered_avg_reward_std': '1.09429955', 'gathered_video_score2_mq_reward_mean': '3.23925781', 'gathered_video_score2_mq_reward_std': '0.41846928', 'gathered_video_score2_overall_reward_mean': '9.50195312', 'gathered_video_score2_overall_reward_std': '1.09486377', 'gathered_video_score2_ta_reward_mean': '3.15502930', 'gathered_video_score2_ta_reward_std': '0.58003080', 'gathered_video_score2_vq_reward_mean': '3.10534668', 'gathered_video_score2_vq_reward_std': '0.42328322', 'gathered_ori_avg_reward_mean': '9.49963379', 'gathered_ori_avg_reward_std': '1.09429955'}
+2026-06-28 01:58:27.399 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 01:58:27.495 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:58:27.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 01:59:33.284 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000242/group_0/index_8990_seed_29353_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 01:59:48.214 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 01:59:48.219 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-28 02:00:59.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000242/group_0/index_8990_seed_29354_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:01:17.693 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 02:01:17.857 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 02:01:18.834 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-28 02:03:10.307 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-28 02:03:11.082 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 02:05:08.160 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 242: training:  50%|█████     | 1/2 [03:27<03:27, 207.99s/it]             2026-06-28 02:12:07.886 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 243, train_steps: 9720
+Global Step 242: training: 100%|██████████| 2/2 [06:59<00:00, 209.86s/it]0, 10.21s/it]
+2026-06-28 02:12:08.548 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 343	train_steps 9720	{'step': '343/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00603537', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.63934326', 'grpo_loop_time': '419.72500610', 'ref_model_time': '111.31153870', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89515954', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.51367188', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.471e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00865449', 'kl_moving': '0.00865449', 'kl_stepwise': '-1.929e-08', 'gathered_avg_reward_mean': '9.51367188', 'gathered_avg_reward_std': '0.83579832', 'gathered_video_score2_mq_reward_mean': '3.23095703', 'gathered_video_score2_mq_reward_std': '0.28305450', 'gathered_video_score2_overall_reward_mean': '9.51367188', 'gathered_video_score2_overall_reward_std': '0.84363925', 'gathered_video_score2_ta_reward_mean': '3.11816406', 'gathered_video_score2_ta_reward_std': '0.51386774', 'gathered_video_score2_vq_reward_mean': '3.16455078', 'gathered_video_score2_vq_reward_std': '0.34760103', 'gathered_ori_avg_reward_mean': '9.51367188', 'gathered_ori_avg_reward_std': '0.83579832'}
+2026-06-28 02:12:08.601 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 02:12:08.697 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:12:08.754 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 02:13:14.677 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000243/group_0/index_4558_seed_13493_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:13:28.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:13:28.320 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.30s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.30s/it]
+2026-06-28 02:14:41.364 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000243/group_0/index_4558_seed_13494_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:15:02.815 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 02:15:02.976 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 02:15:04.095 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-28 02:16:55.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.99s (1.85min)
+2026-06-28 02:16:55.874 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 02:18:52.965 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 243: training:  50%|█████     | 1/2 [03:27<03:27, 207.77s/it]             2026-06-28 02:25:52.569 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 244, train_steps: 9760
+Global Step 243: training: 100%|██████████| 2/2 [06:59<00:00, 209.80s/it]0, 10.19s/it]
+2026-06-28 02:25:53.230 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 344	train_steps 9760	{'step': '344/10000', 'learning_rate': '0.00001000', 'loss': '-5.122e-09', 'grad_norm': '0.00528150', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.22506714', 'grpo_loop_time': '419.59475708', 'ref_model_time': '110.99041748', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88311028', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.42822266', 'token_credit_video_advantage_mean': '4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.122e-09', 'kl_loss': '0.00890927', 'kl_moving': '0.00890927', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '9.42785645', 'gathered_avg_reward_std': '0.76631194', 'gathered_video_score2_mq_reward_mean': '3.24658203', 'gathered_video_score2_mq_reward_std': '0.31125814', 'gathered_video_score2_overall_reward_mean': '9.42822266', 'gathered_video_score2_overall_reward_std': '0.76585776', 'gathered_video_score2_ta_reward_mean': '3.10498047', 'gathered_video_score2_ta_reward_std': '0.39116630', 'gathered_video_score2_vq_reward_mean': '3.07629395', 'gathered_video_score2_vq_reward_std': '0.38279441', 'gathered_ori_avg_reward_mean': '9.42785645', 'gathered_ori_avg_reward_std': '0.76631194'}
+2026-06-28 02:25:53.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 02:25:53.380 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:25:53.424 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 02:26:59.447 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000244/group_0/index_7706_seed_3101_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:27:15.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:27:15.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-28 02:28:26.153 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000244/group_0/index_7706_seed_3102_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:28:44.615 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 02:28:44.780 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 02:28:45.563 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-28 02:30:37.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.32s (1.86min)
+2026-06-28 02:30:37.802 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 02:32:37.555 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 244: training:  50%|█████     | 1/2 [03:28<03:28, 208.73s/it]             2026-06-28 02:39:37.856 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 245, train_steps: 9800
+Global Step 244: training: 100%|██████████| 2/2 [07:00<00:00, 210.14s/it]0, 10.18s/it]
+2026-06-28 02:39:38.484 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 345	train_steps 9800	{'step': '345/10000', 'learning_rate': '0.00001000', 'loss': '-1.490e-08', 'grad_norm': '0.00595135', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.47308350', 'grpo_loop_time': '420.27859497', 'ref_model_time': '111.32492828', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84349906', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.46679688', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.418e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.490e-08', 'kl_loss': '0.00918811', 'kl_moving': '0.00918811', 'kl_stepwise': '-1.977e-08', 'gathered_avg_reward_mean': '9.46911621', 'gathered_avg_reward_std': '0.98961532', 'gathered_video_score2_mq_reward_mean': '3.19042969', 'gathered_video_score2_mq_reward_std': '0.39548612', 'gathered_video_score2_overall_reward_mean': '9.46679688', 'gathered_video_score2_overall_reward_std': '0.99387580', 'gathered_video_score2_ta_reward_mean': '3.10388184', 'gathered_video_score2_ta_reward_std': '0.58488137', 'gathered_video_score2_vq_reward_mean': '3.17480469', 'gathered_video_score2_vq_reward_std': '0.44133604', 'gathered_ori_avg_reward_mean': '9.46911621', 'gathered_ori_avg_reward_std': '0.98961532'}
+2026-06-28 02:39:38.546 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 02:39:38.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:39:38.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 02:40:44.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000245/group_0/index_8554_seed_16717_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:40:57.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:40:57.319 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 02:42:08.986 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000245/group_0/index_8554_seed_16718_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:42:30.095 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 02:42:30.259 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 02:42:31.080 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-28 02:44:22.117 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.87s (1.85min)
+2026-06-28 02:44:22.866 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 02:46:20.745 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 245: training:  50%|█████     | 1/2 [03:27<03:27, 207.83s/it]             2026-06-28 02:53:20.038 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 246, train_steps: 9840
+Global Step 245: training: 100%|██████████| 2/2 [06:59<00:00, 209.63s/it]0, 10.19s/it]
+2026-06-28 02:53:20.676 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 346	train_steps 9840	{'step': '346/10000', 'learning_rate': '0.00001000', 'loss': '9.779e-09', 'grad_norm': '0.00537742', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.27481079', 'grpo_loop_time': '419.26785278', 'ref_model_time': '110.87035370', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83668572', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.40087891', 'token_credit_video_advantage_mean': '-3.492e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.779e-09', 'kl_loss': '0.00904954', 'kl_moving': '0.00904954', 'kl_stepwise': '-1.875e-08', 'gathered_avg_reward_mean': '9.40185547', 'gathered_avg_reward_std': '0.92088330', 'gathered_video_score2_mq_reward_mean': '3.20996094', 'gathered_video_score2_mq_reward_std': '0.38801742', 'gathered_video_score2_overall_reward_mean': '9.40087891', 'gathered_video_score2_overall_reward_std': '0.92261219', 'gathered_video_score2_ta_reward_mean': '3.10595703', 'gathered_video_score2_ta_reward_std': '0.47180375', 'gathered_video_score2_vq_reward_mean': '3.08593750', 'gathered_video_score2_vq_reward_std': '0.39711407', 'gathered_ori_avg_reward_mean': '9.40185547', 'gathered_ori_avg_reward_std': '0.92088330'}
+2026-06-28 02:53:20.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 02:53:20.819 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:53:20.853 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.94s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 02:54:26.955 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000246/group_0/index_5793_seed_18299_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:54:40.368 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 02:54:40.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-28 02:55:52.244 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000246/group_0/index_5793_seed_18300_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 02:56:12.404 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 02:56:12.569 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 02:56:13.500 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.49s/it]
+2026-06-28 02:58:06.591 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.09s (1.88min)
+2026-06-28 02:58:07.355 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 03:00:06.612 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 246: training:  50%|█████     | 1/2 [03:28<03:28, 208.94s/it]             2026-06-28 03:07:07.312 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 247, train_steps: 9880
+Global Step 246: training: 100%|██████████| 2/2 [07:00<00:00, 210.33s/it]0, 10.19s/it]
+2026-06-28 03:07:07.911 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 347	train_steps 9880	{'step': '347/10000', 'learning_rate': '0.00001000', 'loss': '1.304e-08', 'grad_norm': '0.00527872', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.57693481', 'grpo_loop_time': '420.67376709', 'ref_model_time': '113.08499146', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88954604', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23779297', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.304e-08', 'kl_loss': '0.01024406', 'kl_moving': '0.01024407', 'kl_stepwise': '-1.953e-08', 'gathered_avg_reward_mean': '9.23815918', 'gathered_avg_reward_std': '1.02341330', 'gathered_video_score2_mq_reward_mean': '3.19311523', 'gathered_video_score2_mq_reward_std': '0.35284454', 'gathered_video_score2_overall_reward_mean': '9.23779297', 'gathered_video_score2_overall_reward_std': '1.02480257', 'gathered_video_score2_ta_reward_mean': '2.92614746', 'gathered_video_score2_ta_reward_std': '0.67224956', 'gathered_video_score2_vq_reward_mean': '3.11889648', 'gathered_video_score2_vq_reward_std': '0.30313879', 'gathered_ori_avg_reward_mean': '9.23815918', 'gathered_ori_avg_reward_std': '1.02341330'}
+2026-06-28 03:07:08.004 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 03:07:08.092 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:07:08.146 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 03:08:14.276 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000247/group_0/index_2705_seed_9578_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:08:31.139 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:08:31.143 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-28 03:09:38.971 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000247/group_0/index_2705_seed_9579_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:10:01.812 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 03:10:01.981 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 03:10:03.257 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.83s/it]
+2026-06-28 03:11:54.603 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.32s (1.86min)
+2026-06-28 03:11:55.370 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 03:13:52.602 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 247: training:  50%|█████     | 1/2 [03:28<03:28, 208.21s/it]             2026-06-28 03:20:52.618 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 248, train_steps: 9920
+Global Step 247: training: 100%|██████████| 2/2 [06:59<00:00, 209.99s/it]0, 10.19s/it]
+2026-06-28 03:20:53.213 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 348	train_steps 9920	{'step': '348/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00574253', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.32000732', 'grpo_loop_time': '419.99310303', 'ref_model_time': '111.31849670', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87311351', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.29492188', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.363e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.01016704', 'kl_moving': '0.01016705', 'kl_stepwise': '-1.881e-08', 'gathered_avg_reward_mean': '9.29626465', 'gathered_avg_reward_std': '1.19701016', 'gathered_video_score2_mq_reward_mean': '3.25122070', 'gathered_video_score2_mq_reward_std': '0.42131677', 'gathered_video_score2_overall_reward_mean': '9.29492188', 'gathered_video_score2_overall_reward_std': '1.19617867', 'gathered_video_score2_ta_reward_mean': '2.94384766', 'gathered_video_score2_ta_reward_std': '0.63500875', 'gathered_video_score2_vq_reward_mean': '3.10119629', 'gathered_video_score2_vq_reward_std': '0.48188671', 'gathered_ori_avg_reward_mean': '9.29626465', 'gathered_ori_avg_reward_std': '1.19701016'}
+2026-06-28 03:20:53.328 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 03:20:53.417 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:20:53.458 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 03:21:59.244 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000248/group_0/index_8757_seed_31171_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:22:15.519 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:22:15.522 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-28 03:23:26.729 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000248/group_0/index_8757_seed_31172_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:23:47.607 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 03:23:47.772 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 03:23:49.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-28 03:25:41.056 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.88s (1.86min)
+2026-06-28 03:25:41.812 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 03:27:39.595 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 248: training:  50%|█████     | 1/2 [03:28<03:28, 208.49s/it]             2026-06-28 03:34:39.406 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 249, train_steps: 9960
+Global Step 248: training: 100%|██████████| 2/2 [06:59<00:00, 209.90s/it]0, 10.19s/it]
+2026-06-28 03:34:40.093 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 349	train_steps 9960	{'step': '349/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00765111', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.43966675', 'grpo_loop_time': '419.79818726', 'ref_model_time': '111.87602234', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86378634', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.32421875', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.427e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-10', 'kl_loss': '0.01072094', 'kl_moving': '0.01072094', 'kl_stepwise': '-1.921e-08', 'gathered_avg_reward_mean': '9.32666016', 'gathered_avg_reward_std': '1.03609085', 'gathered_video_score2_mq_reward_mean': '3.20166016', 'gathered_video_score2_mq_reward_std': '0.33064646', 'gathered_video_score2_overall_reward_mean': '9.32421875', 'gathered_video_score2_overall_reward_std': '1.04159260', 'gathered_video_score2_ta_reward_mean': '3.12451172', 'gathered_video_score2_ta_reward_std': '0.47177547', 'gathered_video_score2_vq_reward_mean': '3.00048828', 'gathered_video_score2_vq_reward_std': '0.46898568', 'gathered_ori_avg_reward_mean': '9.32666016', 'gathered_ori_avg_reward_std': '1.03609085'}
+2026-06-28 03:34:40.142 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 03:34:40.233 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:34:40.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-28 03:35:45.906 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000249/group_0/index_6603_seed_20511_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:36:01.404 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:36:01.408 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-28 03:37:12.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000249/group_0/index_6603_seed_20512_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:37:34.480 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 03:37:34.651 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 03:37:35.587 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.11s/it]
+2026-06-28 03:39:28.903 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.31s (1.89min)
+2026-06-28 03:39:29.670 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 03:41:26.645 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 249: training:  50%|█████     | 1/2 [03:27<03:27, 207.80s/it]             2026-06-28 03:48:25.818 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 250, train_steps: 10000
+Global Step 249: training: 100%|██████████| 2/2 [06:59<00:00, 209.57s/it]0, 10.16s/it]
+2026-06-28 03:48:26.399 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 350	train_steps 10000	{'step': '350/10000', 'learning_rate': '0.00001000', 'loss': '-2.235e-08', 'grad_norm': '0.00489396', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.48303223', 'grpo_loop_time': '419.15325928', 'ref_model_time': '113.31278992', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85318011', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.90917969', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.387e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.235e-08', 'kl_loss': '0.00994981', 'kl_moving': '0.00994982', 'kl_stepwise': '-1.884e-08', 'gathered_avg_reward_mean': '8.91003418', 'gathered_avg_reward_std': '1.25475323', 'gathered_video_score2_mq_reward_mean': '3.15478516', 'gathered_video_score2_mq_reward_std': '0.36037901', 'gathered_video_score2_overall_reward_mean': '8.90917969', 'gathered_video_score2_overall_reward_std': '1.25171661', 'gathered_video_score2_ta_reward_mean': '2.71911621', 'gathered_video_score2_ta_reward_std': '0.69493580', 'gathered_video_score2_vq_reward_mean': '3.03613281', 'gathered_video_score2_vq_reward_std': '0.42751470', 'gathered_ori_avg_reward_mean': '8.91003418', 'gathered_ori_avg_reward_std': '1.25475323'}
+2026-06-28 03:49:33.218 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 350 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-350
+2026-06-28 03:49:33.353 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 350: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-350
+2026-06-28 03:49:36.140 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-325
+2026-06-28 03:50:11.874 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=250 (missing=0, unexpected=0)
+2026-06-28 03:50:13.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 03:50:13.738 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:50:13.754 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.92s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-28 03:51:20.466 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000250/group_0/index_5371_seed_27895_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:51:36.457 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 03:51:36.460 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-28 03:52:46.619 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000250/group_0/index_5371_seed_27896_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 03:53:05.711 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 03:53:05.873 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 03:53:06.677 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-06-28 03:54:58.122 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.32s (1.86min)
+2026-06-28 03:54:58.868 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 03:56:58.804 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 250: training:  50%|█████     | 1/2 [03:31<03:31, 211.40s/it]             2026-06-28 04:04:02.124 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 251, train_steps: 10040
+Global Step 250: training: 100%|██████████| 2/2 [07:03<00:00, 211.65s/it]0, 10.18s/it]
+2026-06-28 04:04:02.732 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 351	train_steps 10040	{'step': '351/10000', 'learning_rate': '0.00001000', 'loss': '1.956e-08', 'grad_norm': '0.00597701', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.17077637', 'grpo_loop_time': '423.31060791', 'ref_model_time': '111.32084656', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86759883', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.48925781', 'token_credit_video_advantage_mean': '-7.683e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.455e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.956e-08', 'kl_loss': '0.00877910', 'kl_moving': '0.00877910', 'kl_stepwise': '-2.016e-08', 'gathered_avg_reward_mean': '9.49365234', 'gathered_avg_reward_std': '1.14409029', 'gathered_video_score2_mq_reward_mean': '3.28735352', 'gathered_video_score2_mq_reward_std': '0.38210052', 'gathered_video_score2_overall_reward_mean': '9.48925781', 'gathered_video_score2_overall_reward_std': '1.14713764', 'gathered_video_score2_ta_reward_mean': '3.21093750', 'gathered_video_score2_ta_reward_std': '0.58825064', 'gathered_video_score2_vq_reward_mean': '2.99536133', 'gathered_video_score2_vq_reward_std': '0.50868076', 'gathered_ori_avg_reward_mean': '9.49365234', 'gathered_ori_avg_reward_std': '1.14409029'}
+2026-06-28 04:04:02.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 04:04:02.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:04:03.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 04:05:09.234 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000251/group_0/index_4187_seed_25775_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:05:24.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:05:24.899 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-28 04:06:33.630 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000251/group_0/index_4187_seed_25776_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:06:55.563 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 04:06:55.729 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 04:06:56.673 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.77s/it]
+2026-06-28 04:08:50.294 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.62s (1.89min)
+2026-06-28 04:08:51.041 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 04:10:48.404 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 251: training:  50%|█████     | 1/2 [03:27<03:27, 207.93s/it]             2026-06-28 04:17:47.915 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 252, train_steps: 10080
+Global Step 251: training: 100%|██████████| 2/2 [06:59<00:00, 209.75s/it]0, 10.17s/it]
+2026-06-28 04:17:48.511 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 352	train_steps 10080	{'step': '352/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00682441', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.10119629', 'grpo_loop_time': '419.50775146', 'ref_model_time': '113.61826324', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87091106', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.09375000', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00907637', 'kl_moving': '0.00907637', 'kl_stepwise': '-1.882e-08', 'gathered_avg_reward_mean': '9.09265137', 'gathered_avg_reward_std': '0.91119075', 'gathered_video_score2_mq_reward_mean': '3.11279297', 'gathered_video_score2_mq_reward_std': '0.33406395', 'gathered_video_score2_overall_reward_mean': '9.09375000', 'gathered_video_score2_overall_reward_std': '0.90831864', 'gathered_video_score2_ta_reward_mean': '3.02502441', 'gathered_video_score2_ta_reward_std': '0.65881163', 'gathered_video_score2_vq_reward_mean': '2.95483398', 'gathered_video_score2_vq_reward_std': '0.35568458', 'gathered_ori_avg_reward_mean': '9.09265137', 'gathered_ori_avg_reward_std': '0.91119075'}
+2026-06-28 04:17:48.620 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 04:17:48.710 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:17:48.760 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 04:18:54.735 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000252/group_0/index_3906_seed_16283_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:19:09.965 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:19:09.969 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 04:20:20.616 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000252/group_0/index_3906_seed_16284_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:20:45.691 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 04:20:45.852 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 04:20:47.041 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.20s/it]
+2026-06-28 04:22:38.516 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.44s (1.86min)
+2026-06-28 04:22:39.282 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 04:24:38.473 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 252: training:  50%|█████     | 1/2 [03:28<03:28, 208.95s/it]             2026-06-28 04:31:39.529 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 253, train_steps: 10120
+Global Step 252: training: 100%|██████████| 2/2 [07:01<00:00, 210.53s/it]0, 10.20s/it]
+2026-06-28 04:31:40.119 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 353	train_steps 10120	{'step': '353/10000', 'learning_rate': '0.00001000', 'loss': '-1.537e-08', 'grad_norm': '0.00615320', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.61764526', 'grpo_loop_time': '421.05627441', 'ref_model_time': '111.44221497', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87922525', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.62451172', 'token_credit_video_advantage_mean': '1.630e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.909e-08', 'kl_loss': '0.00948206', 'kl_moving': '0.00948206', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '9.62487793', 'gathered_avg_reward_std': '0.88292539', 'gathered_video_score2_mq_reward_mean': '3.28833008', 'gathered_video_score2_mq_reward_std': '0.30276498', 'gathered_video_score2_overall_reward_mean': '9.62451172', 'gathered_video_score2_overall_reward_std': '0.88603002', 'gathered_video_score2_ta_reward_mean': '3.20349121', 'gathered_video_score2_ta_reward_std': '0.52505368', 'gathered_video_score2_vq_reward_mean': '3.13305664', 'gathered_video_score2_vq_reward_std': '0.34814957', 'gathered_ori_avg_reward_mean': '9.62487793', 'gathered_ori_avg_reward_std': '0.88292539'}
+2026-06-28 04:31:40.228 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 04:31:40.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:31:40.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 04:32:46.249 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000253/group_0/index_2366_seed_26208_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:33:02.877 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:33:02.878 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  3.00s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  3.00s/it]
+2026-06-28 04:34:09.788 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000253/group_0/index_2366_seed_26209_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:34:28.604 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 04:34:28.746 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 04:34:29.622 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-28 04:36:21.159 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.45s (1.86min)
+2026-06-28 04:36:21.908 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 04:38:20.382 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 253: training:  50%|█████     | 1/2 [03:28<03:28, 208.10s/it]             2026-06-28 04:45:19.580 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 254, train_steps: 10160
+Global Step 253: training: 100%|██████████| 2/2 [06:59<00:00, 209.60s/it]0, 10.17s/it]
+2026-06-28 04:45:20.259 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 354	train_steps 10160	{'step': '354/10000', 'learning_rate': '0.00001000', 'loss': '2.608e-08', 'grad_norm': '0.00522298', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.63095093', 'grpo_loop_time': '419.20004272', 'ref_model_time': '111.45374298', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83793068', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.74462891', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.434e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-08', 'kl_loss': '0.00875082', 'kl_moving': '0.00875082', 'kl_stepwise': '-1.936e-08', 'gathered_avg_reward_mean': '8.74487305', 'gathered_avg_reward_std': '0.99317622', 'gathered_video_score2_mq_reward_mean': '3.06835938', 'gathered_video_score2_mq_reward_std': '0.28565747', 'gathered_video_score2_overall_reward_mean': '8.74462891', 'gathered_video_score2_overall_reward_std': '0.99345630', 'gathered_video_score2_ta_reward_mean': '2.71875000', 'gathered_video_score2_ta_reward_std': '0.59109867', 'gathered_video_score2_vq_reward_mean': '2.95776367', 'gathered_video_score2_vq_reward_std': '0.41541165', 'gathered_ori_avg_reward_mean': '8.74487305', 'gathered_ori_avg_reward_std': '0.99317628'}
+2026-06-28 04:45:20.313 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 04:45:20.404 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:45:20.434 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 04:46:26.666 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000254/group_0/index_2069_seed_16967_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:46:45.984 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:46:45.988 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 04:47:51.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000254/group_0/index_2069_seed_16968_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 04:48:09.706 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 04:48:10.183 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 04:48:11.086 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.98s/it]
+2026-06-28 04:50:03.087 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.99s (1.87min)
+2026-06-28 04:50:03.860 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 04:52:00.816 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 254: training:  50%|█████     | 1/2 [03:30<03:30, 210.13s/it]             2026-06-28 04:59:02.453 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 255, train_steps: 10200
+Global Step 254: training: 100%|██████████| 2/2 [07:01<00:00, 210.81s/it]0, 10.17s/it]
+2026-06-28 04:59:03.039 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 355	train_steps 10200	{'step': '355/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-10', 'grad_norm': '0.00453324', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.49905396', 'grpo_loop_time': '421.62115479', 'ref_model_time': '111.98599243', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86344337', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23144531', 'token_credit_video_advantage_mean': '6.985e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.433e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.985e-10', 'kl_loss': '0.00874050', 'kl_moving': '0.00874050', 'kl_stepwise': '-1.951e-08', 'gathered_avg_reward_mean': '9.23083496', 'gathered_avg_reward_std': '1.11771739', 'gathered_video_score2_mq_reward_mean': '3.13916016', 'gathered_video_score2_mq_reward_std': '0.39007500', 'gathered_video_score2_overall_reward_mean': '9.23144531', 'gathered_video_score2_overall_reward_std': '1.12106955', 'gathered_video_score2_ta_reward_mean': '3.03137207', 'gathered_video_score2_ta_reward_std': '0.62322515', 'gathered_video_score2_vq_reward_mean': '3.06030273', 'gathered_video_score2_vq_reward_std': '0.48589745', 'gathered_ori_avg_reward_mean': '9.23083496', 'gathered_ori_avg_reward_std': '1.11771739'}
+2026-06-28 04:59:03.178 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 04:59:03.298 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 04:59:03.329 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 05:00:09.486 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000255/group_0/index_9974_seed_5757_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:00:24.408 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:00:24.412 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-28 05:01:32.846 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000255/group_0/index_9974_seed_5758_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:01:51.517 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 05:01:51.600 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 05:01:52.517 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.33s/it]
+2026-06-28 05:03:44.033 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.42s (1.86min)
+2026-06-28 05:03:44.771 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 05:05:43.855 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 255: training:  50%|█████     | 1/2 [03:28<03:28, 208.31s/it]             2026-06-28 05:12:43.971 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 256, train_steps: 10240
+Global Step 255: training: 100%|██████████| 2/2 [07:00<00:00, 210.05s/it]0, 10.20s/it]
+2026-06-28 05:12:44.663 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 356	train_steps 10240	{'step': '356/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00652245', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.54882812', 'grpo_loop_time': '420.11013794', 'ref_model_time': '111.42153168', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85311621', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.47558594', 'token_credit_video_advantage_mean': '-2.328e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.454e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00991854', 'kl_moving': '0.00991854', 'kl_stepwise': '-2.066e-08', 'gathered_avg_reward_mean': '9.47485352', 'gathered_avg_reward_std': '0.95288229', 'gathered_video_score2_mq_reward_mean': '3.30004883', 'gathered_video_score2_mq_reward_std': '0.33722025', 'gathered_video_score2_overall_reward_mean': '9.47558594', 'gathered_video_score2_overall_reward_std': '0.95450830', 'gathered_video_score2_ta_reward_mean': '2.94433594', 'gathered_video_score2_ta_reward_std': '0.58408314', 'gathered_video_score2_vq_reward_mean': '3.23046875', 'gathered_video_score2_vq_reward_std': '0.42970526', 'gathered_ori_avg_reward_mean': '9.47485352', 'gathered_ori_avg_reward_std': '0.95288229'}
+2026-06-28 05:12:44.714 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 05:12:44.807 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:12:44.861 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 05:13:50.712 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000256/group_0/index_5936_seed_30179_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:14:03.724 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:14:03.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-28 05:15:15.627 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000256/group_0/index_5936_seed_30180_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:15:34.016 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 05:15:34.182 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 05:15:34.969 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-28 05:17:26.657 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.49s (1.86min)
+2026-06-28 05:17:27.473 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 05:19:24.959 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 256: training:  50%|█████     | 1/2 [03:28<03:28, 208.54s/it]             2026-06-28 05:26:25.173 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 257, train_steps: 10280
+Global Step 256: training: 100%|██████████| 2/2 [07:00<00:00, 210.11s/it]0, 10.20s/it]
+2026-06-28 05:26:25.747 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 357	train_steps 10280	{'step': '357/10000', 'learning_rate': '0.00001000', 'loss': '1.094e-08', 'grad_norm': '0.00735178', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.71530151', 'grpo_loop_time': '420.21801758', 'ref_model_time': '111.48618317', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85896504', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.13720703', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.421e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.094e-08', 'kl_loss': '0.01056590', 'kl_moving': '0.01056590', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '9.13146973', 'gathered_avg_reward_std': '1.24628854', 'gathered_video_score2_mq_reward_mean': '3.19921875', 'gathered_video_score2_mq_reward_std': '0.44112095', 'gathered_video_score2_overall_reward_mean': '9.13720703', 'gathered_video_score2_overall_reward_std': '1.24403632', 'gathered_video_score2_ta_reward_mean': '2.88598633', 'gathered_video_score2_ta_reward_std': '0.68231845', 'gathered_video_score2_vq_reward_mean': '3.04626465', 'gathered_video_score2_vq_reward_std': '0.51718795', 'gathered_ori_avg_reward_mean': '9.13146973', 'gathered_ori_avg_reward_std': '1.24628854'}
+2026-06-28 05:26:25.876 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 05:26:25.976 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:26:26.018 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 05:27:32.638 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000257/group_0/index_8817_seed_8397_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:27:47.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:27:47.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-28 05:28:57.171 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000257/group_0/index_8817_seed_8398_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:29:21.044 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 05:29:21.209 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 05:29:22.144 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.66s/it]
+2026-06-28 05:31:13.612 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.36s (1.86min)
+2026-06-28 05:31:14.368 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 05:33:13.734 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 257: training:  50%|█████     | 1/2 [03:28<03:28, 208.56s/it]             2026-06-28 05:40:14.186 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 258, train_steps: 10320
+Global Step 257: training: 100%|██████████| 2/2 [07:00<00:00, 210.22s/it]0, 10.19s/it]
+2026-06-28 05:40:14.874 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 358	train_steps 10320	{'step': '358/10000', 'learning_rate': '0.00001000', 'loss': '5.122e-09', 'grad_norm': '0.00548495', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.44604492', 'grpo_loop_time': '420.44329834', 'ref_model_time': '111.35923767', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86660266', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.16162109', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.01079848', 'kl_moving': '0.01079848', 'kl_stepwise': '-1.946e-08', 'gathered_avg_reward_mean': '9.16247559', 'gathered_avg_reward_std': '1.00111341', 'gathered_video_score2_mq_reward_mean': '3.19946289', 'gathered_video_score2_mq_reward_std': '0.36686262', 'gathered_video_score2_overall_reward_mean': '9.16162109', 'gathered_video_score2_overall_reward_std': '1.00600243', 'gathered_video_score2_ta_reward_mean': '2.97253418', 'gathered_video_score2_ta_reward_std': '0.61234593', 'gathered_video_score2_vq_reward_mean': '2.99047852', 'gathered_video_score2_vq_reward_std': '0.41093320', 'gathered_ori_avg_reward_mean': '9.16247559', 'gathered_ori_avg_reward_std': '1.00111341'}
+2026-06-28 05:40:14.924 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 05:40:15.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:40:15.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 05:41:20.988 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000258/group_0/index_8191_seed_16895_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:41:35.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:41:35.053 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.27s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.27s/it]
+2026-06-28 05:42:47.638 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000258/group_0/index_8191_seed_16896_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:43:09.828 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 05:43:10.017 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 05:43:10.837 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.31s/it]
+2026-06-28 05:45:05.021 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 114.10s (1.90min)
+2026-06-28 05:45:05.787 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 05:47:05.626 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 258: training:  50%|█████     | 1/2 [03:29<03:29, 209.16s/it]             2026-06-28 05:54:06.119 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 259, train_steps: 10360
+Global Step 258: training: 100%|██████████| 2/2 [07:00<00:00, 210.24s/it]0, 10.18s/it]
+2026-06-28 05:54:06.698 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 359	train_steps 10360	{'step': '359/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00455104', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.81930542', 'grpo_loop_time': '420.47698975', 'ref_model_time': '114.09541321', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84970361', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.30810547', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.396e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.01064670', 'kl_moving': '0.01064670', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '9.30957031', 'gathered_avg_reward_std': '0.97528774', 'gathered_video_score2_mq_reward_mean': '3.17272949', 'gathered_video_score2_mq_reward_std': '0.35670105', 'gathered_video_score2_overall_reward_mean': '9.30810547', 'gathered_video_score2_overall_reward_std': '0.97523141', 'gathered_video_score2_ta_reward_mean': '3.09948730', 'gathered_video_score2_ta_reward_std': '0.52281266', 'gathered_video_score2_vq_reward_mean': '3.03735352', 'gathered_video_score2_vq_reward_std': '0.35728437', 'gathered_ori_avg_reward_mean': '9.30957031', 'gathered_ori_avg_reward_std': '0.97528774'}
+2026-06-28 05:54:06.822 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 05:54:06.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:54:06.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 05:55:13.228 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000259/group_0/index_509_seed_2399_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:55:33.683 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 05:55:33.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-28 05:56:38.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000259/group_0/index_509_seed_2400_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 05:56:59.550 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 05:56:59.672 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 05:57:00.509 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 05:58:52.890 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.24s (1.87min)
+2026-06-28 05:58:53.635 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 06:00:50.705 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 259: training:  50%|█████     | 1/2 [03:26<03:26, 206.90s/it]             2026-06-28 06:07:48.825 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 260, train_steps: 10400
+Global Step 259: training: 100%|██████████| 2/2 [06:58<00:00, 209.05s/it]0, 10.18s/it]
+2026-06-28 06:07:49.401 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 360	train_steps 10400	{'step': '360/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-10', 'grad_norm': '0.00548784', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.76718140', 'grpo_loop_time': '418.10205078', 'ref_model_time': '112.24012756', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86114156', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.07324219', 'token_credit_video_advantage_mean': '1.187e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.450e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-10', 'kl_loss': '0.01035270', 'kl_moving': '0.01035270', 'kl_stepwise': '-1.913e-08', 'gathered_avg_reward_mean': '9.07727051', 'gathered_avg_reward_std': '1.00353491', 'gathered_video_score2_mq_reward_mean': '3.13964844', 'gathered_video_score2_mq_reward_std': '0.28536853', 'gathered_video_score2_overall_reward_mean': '9.07324219', 'gathered_video_score2_overall_reward_std': '1.00396276', 'gathered_video_score2_ta_reward_mean': '2.85803223', 'gathered_video_score2_ta_reward_std': '0.61518252', 'gathered_video_score2_vq_reward_mean': '3.07958984', 'gathered_video_score2_vq_reward_std': '0.41308218', 'gathered_ori_avg_reward_mean': '9.07727051', 'gathered_ori_avg_reward_std': '1.00353491'}
+2026-06-28 06:08:24.976 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=260 (missing=0, unexpected=0)
+2026-06-28 06:08:27.185 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 06:08:27.299 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:08:27.350 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 06:09:33.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000260/group_0/index_9998_seed_26043_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:09:47.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:09:47.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-28 06:10:59.051 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000260/group_0/index_9998_seed_26044_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:11:20.206 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 06:11:20.368 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 06:11:21.426 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-28 06:13:12.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.47s (1.86min)
+2026-06-28 06:13:13.630 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 06:15:11.533 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 260: training:  50%|█████     | 1/2 [03:27<03:27, 207.35s/it]             2026-06-28 06:22:10.896 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 261, train_steps: 10440
+Global Step 260: training: 100%|██████████| 2/2 [06:59<00:00, 209.67s/it]0, 10.18s/it]
+2026-06-28 06:22:11.579 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 361	train_steps 10440	{'step': '361/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00548951', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.40225220', 'grpo_loop_time': '419.35183716', 'ref_model_time': '111.47416687', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88065445', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.58496094', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.480e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00824581', 'kl_moving': '0.00824581', 'kl_stepwise': '-1.916e-08', 'gathered_avg_reward_mean': '9.58740234', 'gathered_avg_reward_std': '1.19534993', 'gathered_video_score2_mq_reward_mean': '3.27416992', 'gathered_video_score2_mq_reward_std': '0.53541052', 'gathered_video_score2_overall_reward_mean': '9.58496094', 'gathered_video_score2_overall_reward_std': '1.19245565', 'gathered_video_score2_ta_reward_mean': '3.17163086', 'gathered_video_score2_ta_reward_std': '0.67894763', 'gathered_video_score2_vq_reward_mean': '3.14160156', 'gathered_video_score2_vq_reward_std': '0.42396650', 'gathered_ori_avg_reward_mean': '9.58740234', 'gathered_ori_avg_reward_std': '1.19534993'}
+2026-06-28 06:22:11.670 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 06:22:11.757 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:22:11.792 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 06:23:18.142 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000261/group_0/index_5544_seed_23712_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:23:32.101 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:23:32.104 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-28 06:24:42.453 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000261/group_0/index_5544_seed_23713_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:25:06.071 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 06:25:06.234 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 06:25:07.067 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 06:26:58.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.19s (1.85min)
+2026-06-28 06:26:59.135 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 06:28:58.715 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 261: training:  50%|█████     | 1/2 [03:31<03:31, 211.32s/it]             2026-06-28 06:36:01.328 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 262, train_steps: 10480
+Global Step 261: training: 100%|██████████| 2/2 [07:02<00:00, 211.31s/it]0, 10.18s/it]
+2026-06-28 06:36:01.918 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 362	train_steps 10480	{'step': '362/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00626851', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.41589355', 'grpo_loop_time': '422.62652588', 'ref_model_time': '111.19480133', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89982074', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.17968750', 'token_credit_video_advantage_mean': '8.848e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.487e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.00906999', 'kl_moving': '0.00906999', 'kl_stepwise': '-2.059e-08', 'gathered_avg_reward_mean': '9.17639160', 'gathered_avg_reward_std': '1.20922244', 'gathered_video_score2_mq_reward_mean': '3.18994141', 'gathered_video_score2_mq_reward_std': '0.37437099', 'gathered_video_score2_overall_reward_mean': '9.17968750', 'gathered_video_score2_overall_reward_std': '1.21213400', 'gathered_video_score2_ta_reward_mean': '2.88195801', 'gathered_video_score2_ta_reward_std': '0.63791007', 'gathered_video_score2_vq_reward_mean': '3.10449219', 'gathered_video_score2_vq_reward_std': '0.58390683', 'gathered_ori_avg_reward_mean': '9.17639160', 'gathered_ori_avg_reward_std': '1.20922244'}
+2026-06-28 06:36:02.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 06:36:02.132 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:36:02.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 06:37:08.293 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000262/group_0/index_2488_seed_16835_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:37:22.329 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:37:22.333 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-28 06:38:32.613 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000262/group_0/index_2488_seed_16836_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:38:52.554 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 06:38:52.719 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 06:38:53.650 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.03s/it]
+2026-06-28 06:40:45.118 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.46s (1.86min)
+2026-06-28 06:40:45.858 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 06:42:43.996 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 262: training:  50%|█████     | 1/2 [03:28<03:28, 208.70s/it]             2026-06-28 06:49:44.848 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 263, train_steps: 10520
+Global Step 262: training: 100%|██████████| 2/2 [07:00<00:00, 210.40s/it]0, 10.20s/it]
+2026-06-28 06:49:45.450 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 363	train_steps 10520	{'step': '363/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00652951', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.76489258', 'grpo_loop_time': '420.79421997', 'ref_model_time': '111.45957947', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88752383', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.42089844', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.408e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00847088', 'kl_moving': '0.00847088', 'kl_stepwise': '-1.978e-08', 'gathered_avg_reward_mean': '9.41931152', 'gathered_avg_reward_std': '1.41242671', 'gathered_video_score2_mq_reward_mean': '3.21362305', 'gathered_video_score2_mq_reward_std': '0.42545012', 'gathered_video_score2_overall_reward_mean': '9.42089844', 'gathered_video_score2_overall_reward_std': '1.40903556', 'gathered_video_score2_ta_reward_mean': '3.11926270', 'gathered_video_score2_ta_reward_std': '0.61562061', 'gathered_video_score2_vq_reward_mean': '3.08642578', 'gathered_video_score2_vq_reward_std': '0.51410031', 'gathered_ori_avg_reward_mean': '9.41931152', 'gathered_ori_avg_reward_std': '1.41242683'}
+2026-06-28 06:49:45.556 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 06:49:45.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:49:45.698 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 06:50:51.667 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000263/group_0/index_1686_seed_18231_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:51:05.312 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 06:51:05.315 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 06:52:16.556 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000263/group_0/index_1686_seed_18232_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 06:52:36.807 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 06:52:36.958 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 06:52:37.802 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.28s/it]
+2026-06-28 06:54:29.415 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.50s (1.86min)
+2026-06-28 06:54:30.156 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 06:56:27.176 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 263: training:  50%|█████     | 1/2 [03:27<03:27, 207.65s/it]             2026-06-28 07:03:26.926 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 264, train_steps: 10560
+Global Step 263: training: 100%|██████████| 2/2 [06:59<00:00, 209.87s/it]0, 10.20s/it]
+2026-06-28 07:03:27.606 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 364	train_steps 10560	{'step': '364/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00789288', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.54821777', 'grpo_loop_time': '419.75299072', 'ref_model_time': '111.50379944', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88022661', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.88964844', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.770e-08', 'kl_loss': '0.00911073', 'kl_moving': '0.00911074', 'kl_stepwise': '-1.923e-08', 'gathered_avg_reward_mean': '8.88647461', 'gathered_avg_reward_std': '1.00053859', 'gathered_video_score2_mq_reward_mean': '3.08593750', 'gathered_video_score2_mq_reward_std': '0.40451854', 'gathered_video_score2_overall_reward_mean': '8.88964844', 'gathered_video_score2_overall_reward_std': '1.00103652', 'gathered_video_score2_ta_reward_mean': '2.66943359', 'gathered_video_score2_ta_reward_std': '0.66773868', 'gathered_video_score2_vq_reward_mean': '3.13110352', 'gathered_video_score2_vq_reward_std': '0.41749954', 'gathered_ori_avg_reward_mean': '8.88647461', 'gathered_ori_avg_reward_std': '1.00053871'}
+2026-06-28 07:03:27.653 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 07:03:27.745 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:03:27.793 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 07:04:33.795 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000264/group_0/index_6991_seed_16871_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:04:51.388 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:04:51.391 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-28 07:06:00.102 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000264/group_0/index_6991_seed_16872_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:06:20.617 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 07:06:20.786 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 07:06:21.580 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-28 07:08:13.173 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.46s (1.86min)
+2026-06-28 07:08:13.915 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 07:10:12.148 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 264: training:  50%|█████     | 1/2 [03:27<03:27, 207.44s/it]             2026-06-28 07:17:11.343 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 265, train_steps: 10600
+Global Step 264: training: 100%|██████████| 2/2 [06:59<00:00, 209.59s/it]0, 10.18s/it]
+2026-06-28 07:17:12.010 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 365	train_steps 10600	{'step': '365/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00500919', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.21783447', 'grpo_loop_time': '419.18191528', 'ref_model_time': '111.45523071', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85556304', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.51757812', 'token_credit_video_advantage_mean': '6.985e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.375e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00923982', 'kl_moving': '0.00923982', 'kl_stepwise': '-1.836e-08', 'gathered_avg_reward_mean': '9.51892090', 'gathered_avg_reward_std': '0.94369781', 'gathered_video_score2_mq_reward_mean': '3.25878906', 'gathered_video_score2_mq_reward_std': '0.36507115', 'gathered_video_score2_overall_reward_mean': '9.51757812', 'gathered_video_score2_overall_reward_std': '0.94293469', 'gathered_video_score2_ta_reward_mean': '3.16394043', 'gathered_video_score2_ta_reward_std': '0.54070795', 'gathered_video_score2_vq_reward_mean': '3.09619141', 'gathered_video_score2_vq_reward_std': '0.36324155', 'gathered_ori_avg_reward_mean': '9.51892090', 'gathered_ori_avg_reward_std': '0.94369781'}
+2026-06-28 07:17:12.058 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 07:17:12.150 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:17:12.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 07:18:18.252 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000265/group_0/index_5531_seed_12769_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:18:35.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:18:35.046 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.05s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.05s/it]
+2026-06-28 07:19:43.140 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000265/group_0/index_5531_seed_12770_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:20:03.095 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 07:20:03.261 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 07:20:04.383 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.50s/it]
+2026-06-28 07:21:55.665 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.28s (1.85min)
+2026-06-28 07:21:56.436 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 07:23:53.612 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 265: training:  50%|█████     | 1/2 [03:27<03:27, 207.28s/it]             2026-06-28 07:30:52.960 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 266, train_steps: 10640
+Global Step 265: training: 100%|██████████| 2/2 [06:59<00:00, 209.67s/it]0, 10.19s/it]
+2026-06-28 07:30:53.634 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 366	train_steps 10640	{'step': '366/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00450327', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.32791138', 'grpo_loop_time': '419.33737183', 'ref_model_time': '111.27842712', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88339609', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.52246094', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.431e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.00862817', 'kl_moving': '0.00862817', 'kl_stepwise': '-1.979e-08', 'gathered_avg_reward_mean': '9.51647949', 'gathered_avg_reward_std': '0.94473541', 'gathered_video_score2_mq_reward_mean': '3.31054688', 'gathered_video_score2_mq_reward_std': '0.37277067', 'gathered_video_score2_overall_reward_mean': '9.52246094', 'gathered_video_score2_overall_reward_std': '0.94968432', 'gathered_video_score2_ta_reward_mean': '2.96325684', 'gathered_video_score2_ta_reward_std': '0.52488703', 'gathered_video_score2_vq_reward_mean': '3.24267578', 'gathered_video_score2_vq_reward_std': '0.44824937', 'gathered_ori_avg_reward_mean': '9.51647949', 'gathered_ori_avg_reward_std': '0.94473541'}
+2026-06-28 07:30:53.687 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 07:30:53.779 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:30:53.823 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 07:31:59.499 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000266/group_0/index_8773_seed_18105_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:32:18.313 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:32:18.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-28 07:33:26.858 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000266/group_0/index_8773_seed_18106_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:33:47.057 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 07:33:47.222 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 07:33:48.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:38<00:00, 49.10s/it]
+2026-06-28 07:35:39.486 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.22s (1.85min)
+2026-06-28 07:35:40.256 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 07:37:38.699 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 266: training:  50%|█████     | 1/2 [03:28<03:28, 208.81s/it]             2026-06-28 07:44:39.447 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 267, train_steps: 10680
+Global Step 266: training: 100%|██████████| 2/2 [07:00<00:00, 210.37s/it]0, 10.19s/it]
+2026-06-28 07:44:40.137 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 367	train_steps 10680	{'step': '367/10000', 'learning_rate': '0.00001000', 'loss': '-7.916e-09', 'grad_norm': '0.00704966', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.52255249', 'grpo_loop_time': '420.74703979', 'ref_model_time': '111.21742249', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84102124', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.56738281', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.492e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.916e-09', 'kl_loss': '0.01027057', 'kl_moving': '0.01027058', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '9.56567383', 'gathered_avg_reward_std': '0.86376137', 'gathered_video_score2_mq_reward_mean': '3.24023438', 'gathered_video_score2_mq_reward_std': '0.42104003', 'gathered_video_score2_overall_reward_mean': '9.56738281', 'gathered_video_score2_overall_reward_std': '0.86138290', 'gathered_video_score2_ta_reward_mean': '3.20080566', 'gathered_video_score2_ta_reward_std': '0.52491790', 'gathered_video_score2_vq_reward_mean': '3.12463379', 'gathered_video_score2_vq_reward_std': '0.40108654', 'gathered_ori_avg_reward_mean': '9.56567383', 'gathered_ori_avg_reward_std': '0.86376137'}
+2026-06-28 07:44:40.184 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 07:44:40.276 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:44:40.334 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 07:45:46.604 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000267/group_0/index_7853_seed_25652_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:46:01.996 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:46:02.000 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-28 07:47:12.497 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000267/group_0/index_7853_seed_25653_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:47:32.044 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 07:47:32.213 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 07:47:33.143 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-28 07:49:24.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.45s (1.86min)
+2026-06-28 07:49:25.339 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 07:51:22.934 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 267: training:  50%|█████     | 1/2 [03:26<03:26, 206.43s/it]             2026-06-28 07:58:20.913 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 268, train_steps: 10720
+Global Step 267: training: 100%|██████████| 2/2 [06:57<00:00, 208.96s/it]0, 10.18s/it]
+2026-06-28 07:58:21.600 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 368	train_steps 10720	{'step': '368/10000', 'learning_rate': '0.00001000', 'loss': '-1.024e-08', 'grad_norm': '0.00580870', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.11044312', 'grpo_loop_time': '417.91851807', 'ref_model_time': '111.44688416', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86299580', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.98974609', 'token_credit_video_advantage_mean': '-6.985e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.423e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.024e-08', 'kl_loss': '0.00953882', 'kl_moving': '0.00953882', 'kl_stepwise': '-1.911e-08', 'gathered_avg_reward_mean': '8.98962402', 'gathered_avg_reward_std': '0.97384101', 'gathered_video_score2_mq_reward_mean': '3.13610840', 'gathered_video_score2_mq_reward_std': '0.39252907', 'gathered_video_score2_overall_reward_mean': '8.98974609', 'gathered_video_score2_overall_reward_std': '0.97316682', 'gathered_video_score2_ta_reward_mean': '2.86816406', 'gathered_video_score2_ta_reward_std': '0.54027390', 'gathered_video_score2_vq_reward_mean': '2.98535156', 'gathered_video_score2_vq_reward_std': '0.51774114', 'gathered_ori_avg_reward_mean': '8.98962402', 'gathered_ori_avg_reward_std': '0.97384101'}
+2026-06-28 07:58:21.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 07:58:21.789 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:58:21.819 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 07:59:27.946 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000268/group_0/index_7626_seed_11731_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 07:59:45.101 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 07:59:45.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.05s/it][01:01<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.05s/it]
+2026-06-28 08:00:53.281 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000268/group_0/index_7626_seed_11732_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:01:15.619 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 08:01:15.773 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 08:01:16.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.13s/it]
+2026-06-28 08:03:09.492 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.73s (1.88min)
+2026-06-28 08:03:10.259 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 08:05:07.458 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 268: training:  50%|█████     | 1/2 [03:28<03:28, 208.65s/it]             2026-06-28 08:12:07.831 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 269, train_steps: 10760
+Global Step 268: training: 100%|██████████| 2/2 [07:00<00:00, 210.18s/it]0, 10.21s/it]
+2026-06-28 08:12:08.513 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 369	train_steps 10760	{'step': '369/10000', 'learning_rate': '0.00001000', 'loss': '2.794e-09', 'grad_norm': '0.00553495', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.55941772', 'grpo_loop_time': '420.37228394', 'ref_model_time': '112.73086548', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85097951', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '10.01220703', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.464e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.794e-09', 'kl_loss': '0.01016192', 'kl_moving': '0.01016192', 'kl_stepwise': '-2.044e-08', 'gathered_avg_reward_mean': '10.01269531', 'gathered_avg_reward_std': '1.08129728', 'gathered_video_score2_mq_reward_mean': '3.41284180', 'gathered_video_score2_mq_reward_std': '0.39143279', 'gathered_video_score2_overall_reward_mean': '10.01220703', 'gathered_video_score2_overall_reward_std': '1.07879877', 'gathered_video_score2_ta_reward_mean': '3.39672852', 'gathered_video_score2_ta_reward_std': '0.55581844', 'gathered_video_score2_vq_reward_mean': '3.20312500', 'gathered_video_score2_vq_reward_std': '0.46141726', 'gathered_ori_avg_reward_mean': '10.01269531', 'gathered_ori_avg_reward_std': '1.08129728'}
+2026-06-28 08:12:08.560 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 08:12:08.655 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:12:08.695 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 08:13:15.656 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000269/group_0/index_481_seed_9610_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:13:28.781 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:13:28.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 08:14:39.460 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000269/group_0/index_481_seed_9611_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:15:02.253 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 08:15:02.421 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 08:15:03.492 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.13s/it]
+2026-06-28 08:16:55.090 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.53s (1.86min)
+2026-06-28 08:16:55.854 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 08:18:53.473 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 269: training:  50%|█████     | 1/2 [03:28<03:28, 208.29s/it]             2026-06-28 08:25:53.523 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 270, train_steps: 10800
+Global Step 269: training: 100%|██████████| 2/2 [07:00<00:00, 210.02s/it]0, 10.20s/it]
+2026-06-28 08:25:54.112 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 370	train_steps 10800	{'step': '370/10000', 'learning_rate': '0.00001000', 'loss': '2.049e-08', 'grad_norm': '0.00646614', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.24591064', 'grpo_loop_time': '420.04025269', 'ref_model_time': '111.53286743', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85213608', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.22949219', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.049e-08', 'kl_loss': '0.01131383', 'kl_moving': '0.01131383', 'kl_stepwise': '-1.891e-08', 'gathered_avg_reward_mean': '9.22399902', 'gathered_avg_reward_std': '1.01698577', 'gathered_video_score2_mq_reward_mean': '3.20800781', 'gathered_video_score2_mq_reward_std': '0.32959673', 'gathered_video_score2_overall_reward_mean': '9.22949219', 'gathered_video_score2_overall_reward_std': '1.01951206', 'gathered_video_score2_ta_reward_mean': '3.05627441', 'gathered_video_score2_ta_reward_std': '0.49830756', 'gathered_video_score2_vq_reward_mean': '2.95971680', 'gathered_video_score2_vq_reward_std': '0.45169836', 'gathered_ori_avg_reward_mean': '9.22399902', 'gathered_ori_avg_reward_std': '1.01698565'}
+2026-06-28 08:26:29.645 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=270 (missing=0, unexpected=0)
+2026-06-28 08:26:31.372 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 08:26:31.544 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:26:31.633 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 08:27:37.736 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000270/group_0/index_1385_seed_549_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:27:51.527 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:27:51.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 08:29:02.938 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000270/group_0/index_1385_seed_550_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:29:26.967 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 08:29:27.136 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 08:29:28.071 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.98s/it]
+2026-06-28 08:31:19.468 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.39s (1.86min)
+2026-06-28 08:31:20.234 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 08:33:19.450 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 270: training:  50%|█████     | 1/2 [03:29<03:29, 209.45s/it]             2026-06-28 08:40:21.893 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 271, train_steps: 10840
+Global Step 270: training: 100%|██████████| 2/2 [07:02<00:00, 211.21s/it]0, 10.21s/it]
+2026-06-28 08:40:22.489 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 371	train_steps 10840	{'step': '371/10000', 'learning_rate': '0.00001000', 'loss': '2.049e-08', 'grad_norm': '0.00816296', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.81619263', 'grpo_loop_time': '422.43121338', 'ref_model_time': '111.39090729', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86522853', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.99169922', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.956e-08', 'kl_loss': '0.00904444', 'kl_moving': '0.00904444', 'kl_stepwise': '-2.016e-08', 'gathered_avg_reward_mean': '8.99206543', 'gathered_avg_reward_std': '1.55071461', 'gathered_video_score2_mq_reward_mean': '3.10876465', 'gathered_video_score2_mq_reward_std': '0.55140477', 'gathered_video_score2_overall_reward_mean': '8.99169922', 'gathered_video_score2_overall_reward_std': '1.55081809', 'gathered_video_score2_ta_reward_mean': '2.95947266', 'gathered_video_score2_ta_reward_std': '0.67870301', 'gathered_video_score2_vq_reward_mean': '2.92382812', 'gathered_video_score2_vq_reward_std': '0.56824023', 'gathered_ori_avg_reward_mean': '8.99206543', 'gathered_ori_avg_reward_std': '1.55071449'}
+2026-06-28 08:40:22.707 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 08:40:22.797 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:40:22.829 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 08:41:29.084 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000271/group_0/index_2027_seed_2605_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:41:47.928 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:41:47.931 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-28 08:42:53.522 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000271/group_0/index_2027_seed_2606_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:43:13.075 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 08:43:13.221 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 08:43:14.174 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.06s/it]
+2026-06-28 08:45:07.608 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.43s (1.89min)
+2026-06-28 08:45:08.334 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 08:47:06.763 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 271: training:  50%|█████     | 1/2 [03:28<03:28, 208.62s/it]             2026-06-28 08:54:07.105 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 272, train_steps: 10880
+Global Step 271: training: 100%|██████████| 2/2 [07:00<00:00, 210.16s/it]0, 10.19s/it]
+2026-06-28 08:54:07.700 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 372	train_steps 10880	{'step': '372/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-09', 'grad_norm': '0.00536061', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.58248901', 'grpo_loop_time': '420.33050537', 'ref_model_time': '113.43048096', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86855292', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.12207031', 'token_credit_video_advantage_mean': '3.958e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.454e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.848e-09', 'kl_loss': '0.00868658', 'kl_moving': '0.00868658', 'kl_stepwise': '-1.905e-08', 'gathered_avg_reward_mean': '9.12231445', 'gathered_avg_reward_std': '1.15288007', 'gathered_video_score2_mq_reward_mean': '3.14331055', 'gathered_video_score2_mq_reward_std': '0.34072438', 'gathered_video_score2_overall_reward_mean': '9.12207031', 'gathered_video_score2_overall_reward_std': '1.15329969', 'gathered_video_score2_ta_reward_mean': '3.05090332', 'gathered_video_score2_ta_reward_std': '0.71140683', 'gathered_video_score2_vq_reward_mean': '2.92810059', 'gathered_video_score2_vq_reward_std': '0.50771517', 'gathered_ori_avg_reward_mean': '9.12231445', 'gathered_ori_avg_reward_std': '1.15288007'}
+2026-06-28 08:54:07.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 08:54:07.899 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:54:07.931 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 08:55:13.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000272/group_0/index_8982_seed_2909_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:55:27.843 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 08:55:27.844 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 08:56:39.014 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000272/group_0/index_8982_seed_2910_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 08:56:59.166 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 08:56:59.326 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 08:57:00.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.95s/it]
+2026-06-28 08:58:52.691 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.42s (1.87min)
+2026-06-28 08:58:53.455 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 09:00:50.700 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 272: training:  50%|█████     | 1/2 [03:27<03:27, 207.49s/it]             2026-06-28 09:07:50.073 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 273, train_steps: 10920
+Global Step 272: training: 100%|██████████| 2/2 [06:59<00:00, 209.68s/it]0, 10.21s/it]
+2026-06-28 09:07:50.653 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 373	train_steps 10920	{'step': '373/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00875634', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.59808350', 'grpo_loop_time': '419.35754395', 'ref_model_time': '112.41935730', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86925501', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.29492188', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.419e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00913898', 'kl_moving': '0.00913898', 'kl_stepwise': '-1.880e-08', 'gathered_avg_reward_mean': '9.29589844', 'gathered_avg_reward_std': '0.97492296', 'gathered_video_score2_mq_reward_mean': '3.17919922', 'gathered_video_score2_mq_reward_std': '0.30699459', 'gathered_video_score2_overall_reward_mean': '9.29492188', 'gathered_video_score2_overall_reward_std': '0.97587281', 'gathered_video_score2_ta_reward_mean': '3.08203125', 'gathered_video_score2_ta_reward_std': '0.52441859', 'gathered_video_score2_vq_reward_mean': '3.03466797', 'gathered_video_score2_vq_reward_std': '0.40845507', 'gathered_ori_avg_reward_mean': '9.29589844', 'gathered_ori_avg_reward_std': '0.97492296'}
+2026-06-28 09:07:50.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 09:07:50.860 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:07:50.891 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 09:08:56.951 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000273/group_0/index_1228_seed_2425_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:09:09.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:09:09.946 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 09:10:21.476 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000273/group_0/index_1228_seed_2426_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:10:42.955 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 09:10:43.119 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 09:10:44.063 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.94s/it]
+2026-06-28 09:12:35.629 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.56s (1.86min)
+2026-06-28 09:12:36.381 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 09:14:33.675 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 273: training:  50%|█████     | 1/2 [03:26<03:26, 206.72s/it]             2026-06-28 09:21:31.842 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 274, train_steps: 10960
+Global Step 273: training: 100%|██████████| 2/2 [06:58<00:00, 209.08s/it]0, 10.18s/it]
+2026-06-28 09:21:32.421 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 374	train_steps 10960	{'step': '374/10000', 'learning_rate': '0.00001000', 'loss': '-7.916e-09', 'grad_norm': '0.01031396', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.56204224', 'grpo_loop_time': '418.15402222', 'ref_model_time': '111.56217194', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.83771622', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.98535156', 'token_credit_video_advantage_mean': '8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.916e-09', 'kl_loss': '0.00965948', 'kl_moving': '0.00965949', 'kl_stepwise': '-1.774e-08', 'gathered_avg_reward_mean': '8.98925781', 'gathered_avg_reward_std': '0.84057528', 'gathered_video_score2_mq_reward_mean': '3.14477539', 'gathered_video_score2_mq_reward_std': '0.27769074', 'gathered_video_score2_overall_reward_mean': '8.98535156', 'gathered_video_score2_overall_reward_std': '0.84103239', 'gathered_video_score2_ta_reward_mean': '2.99963379', 'gathered_video_score2_ta_reward_std': '0.51643527', 'gathered_video_score2_vq_reward_mean': '2.84484863', 'gathered_video_score2_vq_reward_std': '0.41285354', 'gathered_ori_avg_reward_mean': '8.98925781', 'gathered_ori_avg_reward_std': '0.84057528'}
+2026-06-28 09:21:32.527 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 09:21:32.617 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:21:32.647 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 09:22:38.654 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000274/group_0/index_467_seed_12323_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:22:53.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:22:53.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 09:24:05.026 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000274/group_0/index_467_seed_12324_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:24:27.534 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 09:24:27.699 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 09:24:28.627 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-06-28 09:26:20.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.84s (1.86min)
+2026-06-28 09:26:21.229 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 09:28:20.027 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 274: training:  50%|█████     | 1/2 [03:28<03:28, 208.15s/it]             2026-06-28 09:35:19.709 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 275, train_steps: 11000
+Global Step 274: training: 100%|██████████| 2/2 [06:59<00:00, 209.83s/it]0, 10.18s/it]
+2026-06-28 09:35:20.302 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 375	train_steps 11000	{'step': '375/10000', 'learning_rate': '0.00001000', 'loss': '-2.794e-09', 'grad_norm': '0.00509096', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.65594482', 'grpo_loop_time': '419.66726685', 'ref_model_time': '111.84211731', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.90129948', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.73730469', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.515e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.00946623', 'kl_moving': '0.00946623', 'kl_stepwise': '-1.885e-08', 'gathered_avg_reward_mean': '9.73498535', 'gathered_avg_reward_std': '1.14770591', 'gathered_video_score2_mq_reward_mean': '3.41162109', 'gathered_video_score2_mq_reward_std': '0.39021677', 'gathered_video_score2_overall_reward_mean': '9.73730469', 'gathered_video_score2_overall_reward_std': '1.14804840', 'gathered_video_score2_ta_reward_mean': '3.09631348', 'gathered_video_score2_ta_reward_std': '0.68234271', 'gathered_video_score2_vq_reward_mean': '3.22705078', 'gathered_video_score2_vq_reward_std': '0.35572588', 'gathered_ori_avg_reward_mean': '9.73498535', 'gathered_ori_avg_reward_std': '1.14770591'}
+2026-06-28 09:36:32.001 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 375 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-375
+2026-06-28 09:36:32.148 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 375: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-375
+2026-06-28 09:36:34.976 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-350
+2026-06-28 09:36:34.978 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 09:36:35.070 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:36:35.216 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 09:37:41.286 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000275/group_0/index_1779_seed_23101_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:37:58.789 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:37:58.793 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  2.98s/it][00:59<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:59<00:00,  2.98s/it]
+2026-06-28 09:39:05.440 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000275/group_0/index_1779_seed_23102_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:39:26.710 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 09:39:26.879 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 09:39:27.829 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.64s/it]
+2026-06-28 09:41:19.724 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.89s (1.86min)
+2026-06-28 09:41:20.476 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 09:43:19.430 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 275: training:  50%|█████     | 1/2 [03:29<03:29, 209.15s/it]             2026-06-28 09:50:21.737 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 276, train_steps: 11040
+Global Step 275: training: 100%|██████████| 2/2 [07:02<00:00, 211.15s/it]0, 10.21s/it]
+2026-06-28 09:50:22.360 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 376	train_steps 11040	{'step': '376/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00628392', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.45333862', 'grpo_loop_time': '422.29626465', 'ref_model_time': '111.89017487', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86184645', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.34765625', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.437e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.01001266', 'kl_moving': '0.01001267', 'kl_stepwise': '-1.925e-08', 'gathered_avg_reward_mean': '9.34777832', 'gathered_avg_reward_std': '0.93248361', 'gathered_video_score2_mq_reward_mean': '3.22998047', 'gathered_video_score2_mq_reward_std': '0.30392870', 'gathered_video_score2_overall_reward_mean': '9.34765625', 'gathered_video_score2_overall_reward_std': '0.93395323', 'gathered_video_score2_ta_reward_mean': '3.02795410', 'gathered_video_score2_ta_reward_std': '0.44452113', 'gathered_video_score2_vq_reward_mean': '3.08984375', 'gathered_video_score2_vq_reward_std': '0.45068544', 'gathered_ori_avg_reward_mean': '9.34777832', 'gathered_ori_avg_reward_std': '0.93248373'}
+2026-06-28 09:50:22.433 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 09:50:22.522 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:50:22.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 09:51:28.334 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000276/group_0/index_6722_seed_22497_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:51:43.069 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 09:51:43.070 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-28 09:52:55.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000276/group_0/index_6722_seed_22498_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 09:53:23.988 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 09:53:24.118 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 09:53:25.076 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-28 09:55:17.109 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.95s (1.87min)
+2026-06-28 09:55:17.851 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 09:57:16.163 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 276: training:  50%|█████     | 1/2 [03:27<03:27, 207.63s/it]             2026-06-28 10:04:15.615 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 277, train_steps: 11080
+Global Step 276: training: 100%|██████████| 2/2 [06:59<00:00, 209.72s/it]0, 10.22s/it]
+2026-06-28 10:04:16.283 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 377	train_steps 11080	{'step': '377/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00592010', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '295.37255859', 'grpo_loop_time': '419.44253540', 'ref_model_time': '111.95742035', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89250350', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.27685547', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.410e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.01001408', 'kl_moving': '0.01001408', 'kl_stepwise': '-1.897e-08', 'gathered_avg_reward_mean': '9.27624512', 'gathered_avg_reward_std': '0.89328235', 'gathered_video_score2_mq_reward_mean': '3.17871094', 'gathered_video_score2_mq_reward_std': '0.28511444', 'gathered_video_score2_overall_reward_mean': '9.27685547', 'gathered_video_score2_overall_reward_std': '0.89327437', 'gathered_video_score2_ta_reward_mean': '2.96411133', 'gathered_video_score2_ta_reward_std': '0.61871028', 'gathered_video_score2_vq_reward_mean': '3.13342285', 'gathered_video_score2_vq_reward_std': '0.37822935', 'gathered_ori_avg_reward_mean': '9.27624512', 'gathered_ori_avg_reward_std': '0.89328235'}
+2026-06-28 10:04:16.334 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 10:04:16.427 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:04:16.458 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 10:05:22.356 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000277/group_0/index_4742_seed_14698_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:05:38.312 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:05:38.316 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-28 10:06:50.916 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000277/group_0/index_4742_seed_14699_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:07:10.872 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 10:07:11.037 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 10:07:11.828 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.67s/it]
+2026-06-28 10:09:04.949 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.97s (1.88min)
+2026-06-28 10:09:05.714 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 10:11:05.538 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 277: training:  50%|█████     | 1/2 [03:30<03:30, 210.05s/it]             2026-06-28 10:18:08.475 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 278, train_steps: 11120
+Global Step 277: training: 100%|██████████| 2/2 [07:03<00:00, 211.51s/it]0, 10.20s/it]
+2026-06-28 10:18:09.226 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 378	train_steps 11120	{'step': '378/10000', 'learning_rate': '0.00001000', 'loss': '-4.424e-09', 'grad_norm': '0.00548851', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.33419800', 'grpo_loop_time': '423.02899170', 'ref_model_time': '112.96833038', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89110011', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.91992188', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.430e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.424e-09', 'kl_loss': '0.01072347', 'kl_moving': '0.01072347', 'kl_stepwise': '-1.907e-08', 'gathered_avg_reward_mean': '8.91809082', 'gathered_avg_reward_std': '0.93345380', 'gathered_video_score2_mq_reward_mean': '3.12939453', 'gathered_video_score2_mq_reward_std': '0.38665432', 'gathered_video_score2_overall_reward_mean': '8.91992188', 'gathered_video_score2_overall_reward_std': '0.93686301', 'gathered_video_score2_ta_reward_mean': '2.75939941', 'gathered_video_score2_ta_reward_std': '0.51347911', 'gathered_video_score2_vq_reward_mean': '3.02929688', 'gathered_video_score2_vq_reward_std': '0.41256270', 'gathered_ori_avg_reward_mean': '8.91809082', 'gathered_ori_avg_reward_std': '0.93345380'}
+2026-06-28 10:18:09.278 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 10:18:09.367 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:18:09.417 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 10:19:16.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000278/group_0/index_7951_seed_8134_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:19:28.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:19:28.532 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-28 10:20:41.070 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000278/group_0/index_7951_seed_8135_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:21:00.797 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 10:21:00.940 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 10:21:02.295 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.97s/it]
+2026-06-28 10:22:54.648 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.19s (1.87min)
+2026-06-28 10:22:55.399 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 10:24:52.744 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 278: training:  50%|█████     | 1/2 [03:28<03:28, 208.55s/it]             2026-06-28 10:31:53.303 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 279, train_steps: 11160
+Global Step 278: training: 100%|██████████| 2/2 [07:00<00:00, 210.27s/it]0, 10.19s/it]
+2026-06-28 10:31:53.945 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 379	train_steps 11160	{'step': '379/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00519483', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.07312012', 'grpo_loop_time': '420.55310059', 'ref_model_time': '112.19379425', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86049181', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.27587891', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.01043616', 'kl_moving': '0.01043616', 'kl_stepwise': '-1.940e-08', 'gathered_avg_reward_mean': '9.27758789', 'gathered_avg_reward_std': '1.13337982', 'gathered_video_score2_mq_reward_mean': '3.17858887', 'gathered_video_score2_mq_reward_std': '0.42174584', 'gathered_video_score2_overall_reward_mean': '9.27587891', 'gathered_video_score2_overall_reward_std': '1.13273919', 'gathered_video_score2_ta_reward_mean': '3.12707520', 'gathered_video_score2_ta_reward_std': '0.62993693', 'gathered_video_score2_vq_reward_mean': '2.97192383', 'gathered_video_score2_vq_reward_std': '0.43929407', 'gathered_ori_avg_reward_mean': '9.27758789', 'gathered_ori_avg_reward_std': '1.13337982'}
+2026-06-28 10:31:54.007 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 10:31:54.093 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:31:54.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 10:33:00.178 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000279/group_0/index_2379_seed_1898_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:33:14.869 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:33:14.873 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.25s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.25s/it]
+2026-06-28 10:34:26.797 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000279/group_0/index_2379_seed_1899_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:34:53.008 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 10:34:53.176 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 10:34:54.020 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-28 10:36:45.569 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.45s (1.86min)
+2026-06-28 10:36:46.314 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 10:38:43.859 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 279: training:  50%|█████     | 1/2 [03:27<03:27, 207.73s/it]             2026-06-28 10:45:42.939 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 280, train_steps: 11200
+Global Step 279: training: 100%|██████████| 2/2 [06:59<00:00, 209.54s/it]0, 10.19s/it]
+2026-06-28 10:45:43.522 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 380	train_steps 11200	{'step': '380/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-09', 'grad_norm': '0.00479685', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.26174927', 'grpo_loop_time': '419.07302856', 'ref_model_time': '111.45446777', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87388980', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54492188', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.328e-09', 'kl_loss': '0.01103513', 'kl_moving': '0.01103514', 'kl_stepwise': '-1.946e-08', 'gathered_avg_reward_mean': '9.54211426', 'gathered_avg_reward_std': '1.30472374', 'gathered_video_score2_mq_reward_mean': '3.30590820', 'gathered_video_score2_mq_reward_std': '0.39902878', 'gathered_video_score2_overall_reward_mean': '9.54492188', 'gathered_video_score2_overall_reward_std': '1.30305934', 'gathered_video_score2_ta_reward_mean': '3.01672363', 'gathered_video_score2_ta_reward_std': '0.75813568', 'gathered_video_score2_vq_reward_mean': '3.21948242', 'gathered_video_score2_vq_reward_std': '0.41934854', 'gathered_ori_avg_reward_mean': '9.54211426', 'gathered_ori_avg_reward_std': '1.30472374'}
+2026-06-28 10:46:19.002 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=280 (missing=0, unexpected=0)
+2026-06-28 10:46:20.610 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 10:46:20.721 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:46:20.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-28 10:47:27.081 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000280/group_0/index_7408_seed_31574_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:47:40.415 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 10:47:40.420 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 10:48:51.579 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000280/group_0/index_7408_seed_31575_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 10:49:12.349 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 10:49:12.493 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 10:49:13.193 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-28 10:51:06.545 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.08s (1.88min)
+2026-06-28 10:51:07.307 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 10:53:07.144 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 280: training:  50%|█████     | 1/2 [03:28<03:28, 208.81s/it]             2026-06-28 11:00:07.513 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 281, train_steps: 11240
+Global Step 280: training: 100%|██████████| 2/2 [07:00<00:00, 210.15s/it]0, 10.19s/it]
+2026-06-28 11:00:07.987 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 381	train_steps 11240	{'step': '381/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00553336', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.65267944', 'grpo_loop_time': '420.29861450', 'ref_model_time': '113.08105469', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86264497', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14160156', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.402e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00897697', 'kl_moving': '0.00897697', 'kl_stepwise': '-1.898e-08', 'gathered_avg_reward_mean': '9.14367676', 'gathered_avg_reward_std': '1.03269768', 'gathered_video_score2_mq_reward_mean': '3.19458008', 'gathered_video_score2_mq_reward_std': '0.28223744', 'gathered_video_score2_overall_reward_mean': '9.14160156', 'gathered_video_score2_overall_reward_std': '1.03238821', 'gathered_video_score2_ta_reward_mean': '2.94763184', 'gathered_video_score2_ta_reward_std': '0.68474472', 'gathered_video_score2_vq_reward_mean': '3.00146484', 'gathered_video_score2_vq_reward_std': '0.43737546', 'gathered_ori_avg_reward_mean': '9.14367676', 'gathered_ori_avg_reward_std': '1.03269780'}
+2026-06-28 11:00:08.167 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 11:00:08.265 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:00:08.305 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 11:01:14.514 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000281/group_0/index_5970_seed_1332_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:01:29.990 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:01:29.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.14s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.14s/it]
+2026-06-28 11:02:39.796 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000281/group_0/index_5970_seed_1333_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:02:59.508 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 11:02:59.675 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 11:03:00.610 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 11:04:53.445 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.62s (1.88min)
+2026-06-28 11:04:54.184 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 11:06:51.368 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 281: training:  50%|█████     | 1/2 [03:27<03:27, 207.65s/it]             2026-06-28 11:13:50.644 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 282, train_steps: 11280
+Global Step 281: training: 100%|██████████| 2/2 [06:59<00:00, 209.63s/it]0, 10.19s/it]
+2026-06-28 11:13:51.334 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 382	train_steps 11280	{'step': '382/10000', 'learning_rate': '0.00001000', 'loss': '6.286e-09', 'grad_norm': '0.00620242', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.97171021', 'grpo_loop_time': '419.26068115', 'ref_model_time': '112.62211609', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86594832', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.35644531', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.054e-09', 'kl_loss': '0.00922997', 'kl_moving': '0.00922997', 'kl_stepwise': '-1.887e-08', 'gathered_avg_reward_mean': '9.35449219', 'gathered_avg_reward_std': '1.08800852', 'gathered_video_score2_mq_reward_mean': '3.24829102', 'gathered_video_score2_mq_reward_std': '0.35947177', 'gathered_video_score2_overall_reward_mean': '9.35644531', 'gathered_video_score2_overall_reward_std': '1.08562434', 'gathered_video_score2_ta_reward_mean': '3.12902832', 'gathered_video_score2_ta_reward_std': '0.58692622', 'gathered_video_score2_vq_reward_mean': '2.97717285', 'gathered_video_score2_vq_reward_std': '0.40701294', 'gathered_ori_avg_reward_mean': '9.35449219', 'gathered_ori_avg_reward_std': '1.08800852'}
+2026-06-28 11:13:51.386 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 11:13:51.486 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:13:51.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 11:14:57.236 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000282/group_0/index_4668_seed_13690_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:15:11.367 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:15:11.371 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.17s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.17s/it]
+2026-06-28 11:16:21.795 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000282/group_0/index_4668_seed_13691_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:16:42.603 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 11:16:42.767 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 11:16:43.614 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-28 11:18:35.264 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.54s (1.86min)
+2026-06-28 11:18:36.016 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 11:20:33.408 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 282: training:  50%|█████     | 1/2 [03:26<03:26, 206.86s/it]             2026-06-28 11:27:31.819 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 283, train_steps: 11320
+Global Step 282: training: 100%|██████████| 2/2 [06:58<00:00, 209.21s/it]0, 10.20s/it]
+2026-06-28 11:27:32.353 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 383	train_steps 11320	{'step': '383/10000', 'learning_rate': '0.00001000', 'loss': '9.662e-09', 'grad_norm': '0.00517556', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.58587646', 'grpo_loop_time': '418.41360474', 'ref_model_time': '111.54280853', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87813032', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.44042969', 'token_credit_video_advantage_mean': '2.969e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.406e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.662e-09', 'kl_loss': '0.00878351', 'kl_moving': '0.00878351', 'kl_stepwise': '-1.823e-08', 'gathered_avg_reward_mean': '9.44677734', 'gathered_avg_reward_std': '1.01536846', 'gathered_video_score2_mq_reward_mean': '3.21484375', 'gathered_video_score2_mq_reward_std': '0.39308795', 'gathered_video_score2_overall_reward_mean': '9.44042969', 'gathered_video_score2_overall_reward_std': '1.01797688', 'gathered_video_score2_ta_reward_mean': '3.10791016', 'gathered_video_score2_ta_reward_std': '0.51674622', 'gathered_video_score2_vq_reward_mean': '3.12402344', 'gathered_video_score2_vq_reward_std': '0.41988894', 'gathered_ori_avg_reward_mean': '9.44677734', 'gathered_ori_avg_reward_std': '1.01536846'}
+2026-06-28 11:27:32.529 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 11:27:32.615 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:27:32.657 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 11:28:38.751 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000283/group_0/index_9975_seed_1463_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:28:52.470 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:28:52.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.19s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.19s/it]
+2026-06-28 11:30:03.333 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000283/group_0/index_9975_seed_1464_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:30:22.262 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 11:30:22.435 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 11:30:23.513 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.37s/it]
+2026-06-28 11:32:14.954 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-28 11:32:15.709 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 11:34:14.693 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 283: training:  50%|█████     | 1/2 [03:28<03:28, 208.42s/it]             2026-06-28 11:41:14.904 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 284, train_steps: 11360
+Global Step 283: training: 100%|██████████| 2/2 [07:00<00:00, 210.10s/it]0, 10.21s/it]
+2026-06-28 11:41:15.539 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 384	train_steps 11360	{'step': '384/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00642227', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.13436890', 'grpo_loop_time': '420.19894409', 'ref_model_time': '111.31213379', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89003044', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.74267578', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.465e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.00965461', 'kl_moving': '0.00965461', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '9.74206543', 'gathered_avg_reward_std': '0.96784937', 'gathered_video_score2_mq_reward_mean': '3.35888672', 'gathered_video_score2_mq_reward_std': '0.38685653', 'gathered_video_score2_overall_reward_mean': '9.74267578', 'gathered_video_score2_overall_reward_std': '0.96913964', 'gathered_video_score2_ta_reward_mean': '3.12976074', 'gathered_video_score2_ta_reward_std': '0.54981184', 'gathered_video_score2_vq_reward_mean': '3.25341797', 'gathered_video_score2_vq_reward_std': '0.36529672', 'gathered_ori_avg_reward_mean': '9.74206543', 'gathered_ori_avg_reward_std': '0.96784931'}
+2026-06-28 11:41:15.598 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 11:41:15.687 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:41:15.712 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 11:42:21.636 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000284/group_0/index_9340_seed_6470_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:42:35.726 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:42:35.729 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-28 11:43:47.638 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000284/group_0/index_9340_seed_6471_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:44:07.566 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 11:44:07.731 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 11:44:08.806 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.44s/it]
+2026-06-28 11:46:01.206 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.13s (1.87min)
+2026-06-28 11:46:01.967 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 11:48:00.476 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 284: training:  50%|█████     | 1/2 [03:30<03:30, 210.42s/it]             2026-06-28 11:55:02.706 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 285, train_steps: 11400
+Global Step 284: training: 100%|██████████| 2/2 [07:02<00:00, 211.12s/it]0, 10.21s/it]
+2026-06-28 11:55:03.364 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 385	train_steps 11400	{'step': '385/10000', 'learning_rate': '0.00001000', 'loss': '-6.170e-09', 'grad_norm': '0.00594105', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.32296753', 'grpo_loop_time': '422.23394775', 'ref_model_time': '112.13262939', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87584710', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.24414062', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.390e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.033e-09', 'kl_loss': '0.00918827', 'kl_moving': '0.00918827', 'kl_stepwise': '-1.889e-08', 'gathered_avg_reward_mean': '9.24450684', 'gathered_avg_reward_std': '0.90222079', 'gathered_video_score2_mq_reward_mean': '3.28076172', 'gathered_video_score2_mq_reward_std': '0.34483546', 'gathered_video_score2_overall_reward_mean': '9.24414062', 'gathered_video_score2_overall_reward_std': '0.89838445', 'gathered_video_score2_ta_reward_mean': '2.80932617', 'gathered_video_score2_ta_reward_std': '0.56469589', 'gathered_video_score2_vq_reward_mean': '3.15441895', 'gathered_video_score2_vq_reward_std': '0.43699560', 'gathered_ori_avg_reward_mean': '9.24450684', 'gathered_ori_avg_reward_std': '0.90222079'}
+2026-06-28 11:55:03.419 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 11:55:03.514 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:55:03.582 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 11:56:09.703 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000285/group_0/index_5864_seed_32733_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:56:24.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 11:56:24.235 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-28 11:57:34.464 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000285/group_0/index_5864_seed_32734_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 11:57:56.427 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 11:57:56.589 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 11:57:57.449 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-28 11:59:50.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.81s (1.88min)
+2026-06-28 11:59:51.106 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 12:01:48.205 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 285: training:  50%|█████     | 1/2 [03:28<03:28, 208.16s/it]             2026-06-28 12:08:47.895 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 286, train_steps: 11440
+Global Step 285: training: 100%|██████████| 2/2 [06:59<00:00, 209.79s/it]0, 10.20s/it]
+2026-06-28 12:08:48.488 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 386	train_steps 11440	{'step': '386/10000', 'learning_rate': '0.00001000', 'loss': '2.206e-08', 'grad_norm': '0.00791046', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.64187622', 'grpo_loop_time': '419.58770752', 'ref_model_time': '112.80506897', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85938650', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.13769531', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.405e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.154e-08', 'kl_loss': '0.01081998', 'kl_moving': '0.01081998', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '9.13867188', 'gathered_avg_reward_std': '0.91533554', 'gathered_video_score2_mq_reward_mean': '3.11743164', 'gathered_video_score2_mq_reward_std': '0.36996117', 'gathered_video_score2_overall_reward_mean': '9.13769531', 'gathered_video_score2_overall_reward_std': '0.91422474', 'gathered_video_score2_ta_reward_mean': '3.08984375', 'gathered_video_score2_ta_reward_std': '0.56639445', 'gathered_video_score2_vq_reward_mean': '2.93139648', 'gathered_video_score2_vq_reward_std': '0.45749524', 'gathered_ori_avg_reward_mean': '9.13867188', 'gathered_ori_avg_reward_std': '0.91533554'}
+2026-06-28 12:08:48.605 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 12:08:48.690 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:08:48.750 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 12:09:54.512 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000286/group_0/index_526_seed_28932_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:10:12.223 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:10:12.226 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-28 12:11:26.062 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000286/group_0/index_526_seed_28933_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:11:46.963 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 12:11:47.132 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 12:11:48.211 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.11s/it]
+2026-06-28 12:13:39.506 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.29s (1.85min)
+2026-06-28 12:13:40.270 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 12:15:39.203 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 286: training:  50%|█████     | 1/2 [03:28<03:28, 208.93s/it]             2026-06-28 12:22:39.800 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 287, train_steps: 11480
+Global Step 286: training: 100%|██████████| 2/2 [07:00<00:00, 210.29s/it]0, 10.20s/it]
+2026-06-28 12:22:40.481 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 387	train_steps 11480	{'step': '387/10000', 'learning_rate': '0.00001000', 'loss': '4.377e-09', 'grad_norm': '0.00960871', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '291.61889648', 'grpo_loop_time': '420.57693481', 'ref_model_time': '111.29083252', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84009314', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28417969', 'token_credit_video_advantage_mean': '-1.746e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.446e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.377e-09', 'kl_loss': '0.01068034', 'kl_moving': '0.01068034', 'kl_stepwise': '-1.935e-08', 'gathered_avg_reward_mean': '9.28295898', 'gathered_avg_reward_std': '0.79211491', 'gathered_video_score2_mq_reward_mean': '3.14135742', 'gathered_video_score2_mq_reward_std': '0.24279206', 'gathered_video_score2_overall_reward_mean': '9.28417969', 'gathered_video_score2_overall_reward_std': '0.79046750', 'gathered_video_score2_ta_reward_mean': '3.02148438', 'gathered_video_score2_ta_reward_std': '0.57742351', 'gathered_video_score2_vq_reward_mean': '3.12011719', 'gathered_video_score2_vq_reward_std': '0.40773210', 'gathered_ori_avg_reward_mean': '9.28295898', 'gathered_ori_avg_reward_std': '0.79211497'}
+2026-06-28 12:22:40.526 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 12:22:40.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:22:40.661 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 12:23:46.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000287/group_0/index_3313_seed_16288_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:23:59.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:23:59.976 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:07,  3.36s/it][01:07<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:07<00:00,  3.36s/it]
+2026-06-28 12:25:14.309 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000287/group_0/index_3313_seed_16289_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:25:33.885 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 12:25:34.048 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 12:25:34.985 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:35<00:00, 47.99s/it]
+2026-06-28 12:27:27.325 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.33s (1.87min)
+2026-06-28 12:27:28.071 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 12:29:25.086 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 287: training:  50%|█████     | 1/2 [03:27<03:27, 207.10s/it]             2026-06-28 12:36:23.665 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 288, train_steps: 11520
+Global Step 287: training: 100%|██████████| 2/2 [06:58<00:00, 209.28s/it]0, 10.18s/it]
+2026-06-28 12:36:24.334 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 388	train_steps 11520	{'step': '388/10000', 'learning_rate': '0.00001000', 'loss': '-4.657e-09', 'grad_norm': '0.02670418', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.50027466', 'grpo_loop_time': '418.55810547', 'ref_model_time': '112.33090973', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86098069', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.86132812', 'token_credit_video_advantage_mean': '1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.422e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-4.657e-09', 'kl_loss': '0.01167334', 'kl_moving': '0.01167335', 'kl_stepwise': '-1.961e-08', 'gathered_avg_reward_mean': '9.86010742', 'gathered_avg_reward_std': '0.63973969', 'gathered_video_score2_mq_reward_mean': '3.31396484', 'gathered_video_score2_mq_reward_std': '0.30450866', 'gathered_video_score2_overall_reward_mean': '9.86132812', 'gathered_video_score2_overall_reward_std': '0.64133620', 'gathered_video_score2_ta_reward_mean': '3.35351562', 'gathered_video_score2_ta_reward_std': '0.42365709', 'gathered_video_score2_vq_reward_mean': '3.19262695', 'gathered_video_score2_vq_reward_std': '0.33803234', 'gathered_ori_avg_reward_mean': '9.86010742', 'gathered_ori_avg_reward_std': '0.63973969'}
+2026-06-28 12:36:24.385 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 12:36:24.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:36:24.522 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 12:37:30.586 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000288/group_0/index_4172_seed_32132_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:37:48.111 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:37:48.115 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-28 12:38:55.696 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000288/group_0/index_4172_seed_32133_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:39:16.353 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 12:39:16.514 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 12:39:17.446 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.13s/it]
+2026-06-28 12:41:09.681 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.18s (1.87min)
+2026-06-28 12:41:10.450 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 12:43:07.882 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 288: training:  50%|█████     | 1/2 [03:27<03:27, 207.79s/it]             2026-06-28 12:50:07.854 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 289, train_steps: 11560
+Global Step 288: training: 100%|██████████| 2/2 [07:00<00:00, 210.04s/it]0, 10.20s/it]
+2026-06-28 12:50:08.661 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 389	train_steps 11560	{'step': '389/10000', 'learning_rate': '0.00001000', 'loss': '3.166e-08', 'grad_norm': '0.00655730', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.01861572', 'grpo_loop_time': '420.09356689', 'ref_model_time': '112.17794037', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85643291', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.56933594', 'token_credit_video_advantage_mean': '-7.451e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.460e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.166e-08', 'kl_loss': '0.01122696', 'kl_moving': '0.01122696', 'kl_stepwise': '-1.989e-08', 'gathered_avg_reward_mean': '9.56958008', 'gathered_avg_reward_std': '1.29043984', 'gathered_video_score2_mq_reward_mean': '3.25244141', 'gathered_video_score2_mq_reward_std': '0.43421987', 'gathered_video_score2_overall_reward_mean': '9.56933594', 'gathered_video_score2_overall_reward_std': '1.29301560', 'gathered_video_score2_ta_reward_mean': '3.23681641', 'gathered_video_score2_ta_reward_std': '0.60093099', 'gathered_video_score2_vq_reward_mean': '3.08032227', 'gathered_video_score2_vq_reward_std': '0.51334774', 'gathered_ori_avg_reward_mean': '9.56958008', 'gathered_ori_avg_reward_std': '1.29043984'}
+2026-06-28 12:50:08.711 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 12:50:08.805 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:50:08.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 12:51:15.424 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000289/group_0/index_8860_seed_2783_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:51:34.475 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 12:51:34.478 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-28 12:52:41.794 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000289/group_0/index_8860_seed_2784_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 12:53:03.900 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 12:53:04.062 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 12:53:04.905 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-28 12:54:57.007 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.00s (1.87min)
+2026-06-28 12:54:57.753 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 12:56:55.765 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 289: training:  50%|█████     | 1/2 [03:27<03:27, 207.47s/it]             2026-06-28 13:03:54.702 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 290, train_steps: 11600
+Global Step 289: training: 100%|██████████| 2/2 [06:58<00:00, 209.47s/it]0, 10.19s/it]
+2026-06-28 13:03:55.316 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 390	train_steps 11600	{'step': '390/10000', 'learning_rate': '0.00001000', 'loss': '2.328e-10', 'grad_norm': '0.00563865', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.99627686', 'grpo_loop_time': '418.93408203', 'ref_model_time': '112.00424194', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88339448', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.32568359', 'token_credit_video_advantage_mean': '3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.164e-10', 'kl_loss': '0.01227954', 'kl_moving': '0.01227954', 'kl_stepwise': '-1.986e-08', 'gathered_avg_reward_mean': '9.32324219', 'gathered_avg_reward_std': '1.07697833', 'gathered_video_score2_mq_reward_mean': '3.25927734', 'gathered_video_score2_mq_reward_std': '0.31496486', 'gathered_video_score2_overall_reward_mean': '9.32568359', 'gathered_video_score2_overall_reward_std': '1.07966387', 'gathered_video_score2_ta_reward_mean': '2.95593262', 'gathered_video_score2_ta_reward_std': '0.58812803', 'gathered_video_score2_vq_reward_mean': '3.10803223', 'gathered_video_score2_vq_reward_std': '0.45055330', 'gathered_ori_avg_reward_mean': '9.32324219', 'gathered_ori_avg_reward_std': '1.07697845'}
+2026-06-28 13:04:30.931 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=290 (missing=0, unexpected=0)
+2026-06-28 13:04:33.153 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 13:04:33.300 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:04:33.350 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.95s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.95s/it]
+2026-06-28 13:05:40.407 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000290/group_0/index_7719_seed_23775_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:05:56.205 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:05:56.209 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.25s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.25s/it]
+2026-06-28 13:07:08.224 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000290/group_0/index_7719_seed_23776_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:07:33.018 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 13:07:33.182 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 13:07:33.979 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-28 13:09:25.742 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.61s (1.86min)
+2026-06-28 13:09:26.504 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 13:11:23.643 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 290: training:  50%|█████     | 1/2 [03:26<03:26, 206.51s/it]             2026-06-28 13:18:21.780 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 291, train_steps: 11640
+Global Step 290: training: 100%|██████████| 2/2 [06:58<00:00, 209.07s/it]0, 10.19s/it]
+2026-06-28 13:18:22.433 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 391	train_steps 11640	{'step': '391/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00582683', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '293.30654907', 'grpo_loop_time': '418.13351440', 'ref_model_time': '111.61324310', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86610043', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.20605469', 'token_credit_video_advantage_mean': '1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.463e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.00922614', 'kl_moving': '0.00922615', 'kl_stepwise': '-1.879e-08', 'gathered_avg_reward_mean': '9.20996094', 'gathered_avg_reward_std': '1.20790040', 'gathered_video_score2_mq_reward_mean': '3.18457031', 'gathered_video_score2_mq_reward_std': '0.36449599', 'gathered_video_score2_overall_reward_mean': '9.20605469', 'gathered_video_score2_overall_reward_std': '1.20914328', 'gathered_video_score2_ta_reward_mean': '2.87719727', 'gathered_video_score2_ta_reward_std': '0.72465736', 'gathered_video_score2_vq_reward_mean': '3.14819336', 'gathered_video_score2_vq_reward_std': '0.45572725', 'gathered_ori_avg_reward_mean': '9.20996094', 'gathered_ori_avg_reward_std': '1.20790040'}
+2026-06-28 13:18:22.587 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 13:18:22.670 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:18:22.717 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 13:19:29.033 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000291/group_0/index_3072_seed_2586_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:19:48.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:19:48.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 13:20:54.133 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000291/group_0/index_3072_seed_2587_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:21:13.299 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 13:21:13.466 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 13:21:14.258 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-28 13:23:07.647 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.24s (1.89min)
+2026-06-28 13:23:08.412 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 13:25:07.080 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 291: training:  50%|█████     | 1/2 [03:28<03:28, 208.04s/it]             2026-06-28 13:32:06.321 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 292, train_steps: 11680
+Global Step 291: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]0, 10.18s/it]
+2026-06-28 13:32:06.952 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 392	train_steps 11680	{'step': '392/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.00549130', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.78048706', 'grpo_loop_time': '419.22775269', 'ref_model_time': '113.24245453', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85079300', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.05029297', 'token_credit_video_advantage_mean': '6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00919531', 'kl_moving': '0.00919531', 'kl_stepwise': '-2.026e-08', 'gathered_avg_reward_mean': '9.04858398', 'gathered_avg_reward_std': '1.06093216', 'gathered_video_score2_mq_reward_mean': '3.11413574', 'gathered_video_score2_mq_reward_std': '0.37252659', 'gathered_video_score2_overall_reward_mean': '9.05029297', 'gathered_video_score2_overall_reward_std': '1.05989194', 'gathered_video_score2_ta_reward_mean': '3.00463867', 'gathered_video_score2_ta_reward_std': '0.46218285', 'gathered_video_score2_vq_reward_mean': '2.92980957', 'gathered_video_score2_vq_reward_std': '0.55605179', 'gathered_ori_avg_reward_mean': '9.04858398', 'gathered_ori_avg_reward_std': '1.06093216'}
+2026-06-28 13:32:07.128 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 13:32:07.212 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:32:07.261 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 13:33:13.621 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000292/group_0/index_9710_seed_29807_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:33:30.633 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:33:30.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-28 13:34:38.805 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000292/group_0/index_9710_seed_29808_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:34:59.611 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 13:34:59.776 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 13:35:00.560 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-28 13:36:53.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.41s (1.87min)
+2026-06-28 13:36:54.036 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 13:38:51.231 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 292: training:  50%|█████     | 1/2 [03:26<03:26, 206.62s/it]             2026-06-28 13:45:49.098 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 293, train_steps: 11720
+Global Step 292: training: 100%|██████████| 2/2 [06:57<00:00, 208.93s/it]0, 10.20s/it]
+2026-06-28 13:45:49.743 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 393	train_steps 11720	{'step': '393/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00588697', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.86364746', 'grpo_loop_time': '417.86010742', 'ref_model_time': '112.41044617', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87490499', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.18603516', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.454e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.118e-08', 'kl_loss': '0.01004692', 'kl_moving': '0.01004692', 'kl_stepwise': '-1.999e-08', 'gathered_avg_reward_mean': '9.18725586', 'gathered_avg_reward_std': '0.88737458', 'gathered_video_score2_mq_reward_mean': '3.15234375', 'gathered_video_score2_mq_reward_std': '0.30119950', 'gathered_video_score2_overall_reward_mean': '9.18603516', 'gathered_video_score2_overall_reward_std': '0.88805878', 'gathered_video_score2_ta_reward_mean': '3.08007812', 'gathered_video_score2_ta_reward_std': '0.44951162', 'gathered_video_score2_vq_reward_mean': '2.95483398', 'gathered_video_score2_vq_reward_std': '0.39491895', 'gathered_ori_avg_reward_mean': '9.18725586', 'gathered_ori_avg_reward_std': '0.88737452'}
+2026-06-28 13:45:49.793 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 13:45:49.884 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:45:49.926 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 13:46:55.616 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000293/group_0/index_1173_seed_28053_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:47:11.115 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:47:11.118 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 13:48:22.856 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000293/group_0/index_1173_seed_28054_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 13:48:41.544 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 13:48:41.715 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 13:48:42.743 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-28 13:50:34.481 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.73s (1.86min)
+2026-06-28 13:50:35.214 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 13:52:32.277 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 293: training:  50%|█████     | 1/2 [03:26<03:26, 206.33s/it]             2026-06-28 13:59:30.030 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 294, train_steps: 11760
+Global Step 293: training: 100%|██████████| 2/2 [06:57<00:00, 208.88s/it]0, 10.17s/it]
+2026-06-28 13:59:30.739 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 394	train_steps 11760	{'step': '394/10000', 'learning_rate': '0.00001000', 'loss': '2.014e-08', 'grad_norm': '0.00521249', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.37609863', 'grpo_loop_time': '417.76171875', 'ref_model_time': '111.73397827', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87014294', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.50732422', 'token_credit_video_advantage_mean': '7.334e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.014e-08', 'kl_loss': '0.00928765', 'kl_moving': '0.00928766', 'kl_stepwise': '-1.910e-08', 'gathered_avg_reward_mean': '9.50317383', 'gathered_avg_reward_std': '0.92179602', 'gathered_video_score2_mq_reward_mean': '3.25048828', 'gathered_video_score2_mq_reward_std': '0.27090019', 'gathered_video_score2_overall_reward_mean': '9.50732422', 'gathered_video_score2_overall_reward_std': '0.91920203', 'gathered_video_score2_ta_reward_mean': '3.05322266', 'gathered_video_score2_ta_reward_std': '0.66844529', 'gathered_video_score2_vq_reward_mean': '3.19946289', 'gathered_video_score2_vq_reward_std': '0.36350948', 'gathered_ori_avg_reward_mean': '9.50317383', 'gathered_ori_avg_reward_std': '0.92179608'}
+2026-06-28 13:59:30.790 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 13:59:30.884 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 13:59:30.933 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 14:00:36.925 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000294/group_0/index_9080_seed_18289_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:00:53.551 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:00:53.552 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:59,  3.00s/it][00:59<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:59<00:00,  3.00s/it]
+2026-06-28 14:02:00.676 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000294/group_0/index_9080_seed_18290_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:02:20.231 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 14:02:20.412 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 14:02:21.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-28 14:04:12.509 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.17s (1.85min)
+2026-06-28 14:04:13.259 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 14:06:10.182 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 294: training:  50%|█████     | 1/2 [03:25<03:25, 205.71s/it]             2026-06-28 14:13:07.561 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 295, train_steps: 11800
+Global Step 294: training: 100%|██████████| 2/2 [06:57<00:00, 208.65s/it]0, 10.18s/it]
+2026-06-28 14:13:08.241 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 395	train_steps 11800	{'step': '395/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-08', 'grad_norm': '0.00502280', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.42547607', 'grpo_loop_time': '417.31109619', 'ref_model_time': '111.17123413', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88779372', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.35839844', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.426e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.608e-08', 'kl_loss': '0.00964090', 'kl_moving': '0.00964091', 'kl_stepwise': '-1.880e-08', 'gathered_avg_reward_mean': '9.35900879', 'gathered_avg_reward_std': '1.29738486', 'gathered_video_score2_mq_reward_mean': '3.20861816', 'gathered_video_score2_mq_reward_std': '0.38435069', 'gathered_video_score2_overall_reward_mean': '9.35839844', 'gathered_video_score2_overall_reward_std': '1.29976583', 'gathered_video_score2_ta_reward_mean': '2.97229004', 'gathered_video_score2_ta_reward_std': '0.75193655', 'gathered_video_score2_vq_reward_mean': '3.17810059', 'gathered_video_score2_vq_reward_std': '0.45520005', 'gathered_ori_avg_reward_mean': '9.35900879', 'gathered_ori_avg_reward_std': '1.29738486'}
+2026-06-28 14:13:08.288 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 14:13:08.381 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:13:08.420 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 14:14:14.539 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000295/group_0/index_8064_seed_13841_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:14:33.570 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:14:33.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.10s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.10s/it]
+2026-06-28 14:15:42.717 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000295/group_0/index_8064_seed_13842_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:16:08.492 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 14:16:08.870 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 14:16:09.782 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.35s/it]
+2026-06-28 14:18:00.558 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.74s (1.85min)
+2026-06-28 14:18:01.317 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 14:20:00.632 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 295: training:  50%|█████     | 1/2 [03:29<03:29, 209.43s/it]             2026-06-28 14:27:01.393 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 296, train_steps: 11840
+Global Step 295: training: 100%|██████████| 2/2 [07:00<00:00, 210.38s/it]0, 10.18s/it]
+2026-06-28 14:27:02.047 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 396	train_steps 11840	{'step': '396/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-09', 'grad_norm': '0.01034704', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '292.97869873', 'grpo_loop_time': '420.75531006', 'ref_model_time': '110.74285126', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86304688', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.99804688', 'token_credit_video_advantage_mean': '9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.453e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01113715', 'kl_moving': '0.01113716', 'kl_stepwise': '-2.050e-08', 'gathered_avg_reward_mean': '8.99633789', 'gathered_avg_reward_std': '1.19649744', 'gathered_video_score2_mq_reward_mean': '3.18933105', 'gathered_video_score2_mq_reward_std': '0.41645724', 'gathered_video_score2_overall_reward_mean': '8.99804688', 'gathered_video_score2_overall_reward_std': '1.20019019', 'gathered_video_score2_ta_reward_mean': '2.83483887', 'gathered_video_score2_ta_reward_std': '0.66802853', 'gathered_video_score2_vq_reward_mean': '2.97216797', 'gathered_video_score2_vq_reward_std': '0.51167750', 'gathered_ori_avg_reward_mean': '8.99633789', 'gathered_ori_avg_reward_std': '1.19649756'}
+2026-06-28 14:27:02.094 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 14:27:02.191 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:27:02.230 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 14:28:08.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000296/group_0/index_8894_seed_24509_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:28:23.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:28:23.376 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-28 14:29:32.161 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000296/group_0/index_8894_seed_24510_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:29:50.657 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 14:29:50.826 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 14:29:51.770 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.62s/it]
+2026-06-28 14:31:42.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.20s (1.85min)
+2026-06-28 14:31:43.704 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 14:33:42.500 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 296: training:  50%|█████     | 1/2 [03:28<03:28, 208.04s/it]             2026-06-28 14:40:43.158 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 297, train_steps: 11880
+Global Step 296: training: 100%|██████████| 2/2 [07:00<00:00, 210.32s/it]0, 10.20s/it]
+2026-06-28 14:40:43.829 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 397	train_steps 11880	{'step': '397/10000', 'learning_rate': '0.00001000', 'loss': '1.630e-08', 'grad_norm': '0.00452608', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.56494141', 'grpo_loop_time': '420.64767456', 'ref_model_time': '111.19776917', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89019924', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.68261719', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.436e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.779e-09', 'kl_loss': '0.01117512', 'kl_moving': '0.01117512', 'kl_stepwise': '-2.015e-08', 'gathered_avg_reward_mean': '9.68005371', 'gathered_avg_reward_std': '1.29421353', 'gathered_video_score2_mq_reward_mean': '3.34155273', 'gathered_video_score2_mq_reward_std': '0.47719339', 'gathered_video_score2_overall_reward_mean': '9.68261719', 'gathered_video_score2_overall_reward_std': '1.29199731', 'gathered_video_score2_ta_reward_mean': '3.11743164', 'gathered_video_score2_ta_reward_std': '0.65004003', 'gathered_video_score2_vq_reward_mean': '3.22106934', 'gathered_video_score2_vq_reward_std': '0.47125730', 'gathered_ori_avg_reward_mean': '9.68005371', 'gathered_ori_avg_reward_std': '1.29421353'}
+2026-06-28 14:40:43.879 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 14:40:43.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:40:44.015 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 14:41:50.057 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000297/group_0/index_1626_seed_24058_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:42:04.307 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:42:04.310 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 14:43:15.669 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000297/group_0/index_1626_seed_24059_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:43:34.976 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 14:43:35.144 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 14:43:35.991 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-28 14:45:27.346 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.26s (1.85min)
+2026-06-28 14:45:28.113 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 14:47:25.488 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 297: training:  50%|█████     | 1/2 [03:27<03:27, 207.67s/it]             2026-06-28 14:54:24.522 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 298, train_steps: 11920
+Global Step 297: training: 100%|██████████| 2/2 [06:59<00:00, 209.52s/it]0, 10.19s/it]
+2026-06-28 14:54:25.180 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 398	train_steps 11920	{'step': '398/10000', 'learning_rate': '0.00001000', 'loss': '4.983e-09', 'grad_norm': '0.00529853', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.18872070', 'grpo_loop_time': '419.03320312', 'ref_model_time': '111.25766754', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88698882', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.25146484', 'token_credit_video_advantage_mean': '-6.985e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.427e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.054e-10', 'kl_loss': '0.01226212', 'kl_moving': '0.01226212', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.25366211', 'gathered_avg_reward_std': '1.10232925', 'gathered_video_score2_mq_reward_mean': '3.23730469', 'gathered_video_score2_mq_reward_std': '0.36194390', 'gathered_video_score2_overall_reward_mean': '9.25146484', 'gathered_video_score2_overall_reward_std': '1.10588181', 'gathered_video_score2_ta_reward_mean': '2.95996094', 'gathered_video_score2_ta_reward_std': '0.57852817', 'gathered_video_score2_vq_reward_mean': '3.05639648', 'gathered_video_score2_vq_reward_std': '0.45733887', 'gathered_ori_avg_reward_mean': '9.25366211', 'gathered_ori_avg_reward_std': '1.10232925'}
+2026-06-28 14:54:25.230 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 14:54:25.321 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:54:25.372 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 14:55:31.040 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000298/group_0/index_9447_seed_29206_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:55:47.738 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 14:55:47.742 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.05s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.05s/it]
+2026-06-28 14:56:55.765 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000298/group_0/index_9447_seed_29207_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 14:57:14.819 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 14:57:14.981 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 14:57:15.776 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.10s/it]
+2026-06-28 14:59:08.527 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.60s (1.88min)
+2026-06-28 14:59:09.263 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 15:01:07.098 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 298: training:  50%|█████     | 1/2 [03:27<03:27, 207.97s/it]             2026-06-28 15:08:06.472 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 299, train_steps: 11960
+Global Step 298: training: 100%|██████████| 2/2 [06:59<00:00, 209.68s/it]0, 10.19s/it]
+2026-06-28 15:08:07.127 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 399	train_steps 11960	{'step': '399/10000', 'learning_rate': '0.00001000', 'loss': '-1.118e-08', 'grad_norm': '0.00524384', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.98800659', 'grpo_loop_time': '419.35543823', 'ref_model_time': '112.60072327', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86271709', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.82861328', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.448e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.118e-08', 'kl_loss': '0.01298583', 'kl_moving': '0.01298584', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '9.82971191', 'gathered_avg_reward_std': '0.87313992', 'gathered_video_score2_mq_reward_mean': '3.29614258', 'gathered_video_score2_mq_reward_std': '0.39434198', 'gathered_video_score2_overall_reward_mean': '9.82861328', 'gathered_video_score2_overall_reward_std': '0.87300962', 'gathered_video_score2_ta_reward_mean': '3.32360840', 'gathered_video_score2_ta_reward_std': '0.51166993', 'gathered_video_score2_vq_reward_mean': '3.20996094', 'gathered_video_score2_vq_reward_std': '0.39590067', 'gathered_ori_avg_reward_mean': '9.82971191', 'gathered_ori_avg_reward_std': '0.87313992'}
+2026-06-28 15:08:07.175 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 15:08:07.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:08:07.311 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 15:09:13.248 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000299/group_0/index_4227_seed_27751_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:09:31.593 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:09:31.594 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.05s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.05s/it]
+2026-06-28 15:10:39.609 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000299/group_0/index_4227_seed_27752_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:11:01.008 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 15:11:01.175 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 15:11:02.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-28 15:12:53.822 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.56s (1.86min)
+2026-06-28 15:12:54.582 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 15:14:51.754 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 299: training:  50%|█████     | 1/2 [03:26<03:26, 206.64s/it]             2026-06-28 15:21:49.820 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 300, train_steps: 12000
+Global Step 299: training: 100%|██████████| 2/2 [06:58<00:00, 209.03s/it]0, 10.18s/it]
+2026-06-28 15:21:50.505 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 400	train_steps 12000	{'step': '400/10000', 'learning_rate': '0.00001000', 'loss': '-9.313e-09', 'grad_norm': '0.00519590', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.35604858', 'grpo_loop_time': '418.06430054', 'ref_model_time': '111.55927277', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87183380', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.62255859', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.386e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.676e-08', 'kl_loss': '0.01259954', 'kl_moving': '0.01259954', 'kl_stepwise': '-1.896e-08', 'gathered_avg_reward_mean': '9.61999512', 'gathered_avg_reward_std': '1.10900652', 'gathered_video_score2_mq_reward_mean': '3.28552246', 'gathered_video_score2_mq_reward_std': '0.44787276', 'gathered_video_score2_overall_reward_mean': '9.62255859', 'gathered_video_score2_overall_reward_std': '1.10959923', 'gathered_video_score2_ta_reward_mean': '3.08984375', 'gathered_video_score2_ta_reward_std': '0.51385933', 'gathered_video_score2_vq_reward_mean': '3.24462891', 'gathered_video_score2_vq_reward_std': '0.40435082', 'gathered_ori_avg_reward_mean': '9.61999512', 'gathered_ori_avg_reward_std': '1.10900652'}
+2026-06-28 15:22:55.961 | INFO     | __main__:save_checkpoint:1967 - Checkpoint saved at step 400 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-400
+2026-06-28 15:22:56.093 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 400: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/checkpoint-400
+2026-06-28 15:22:58.855 | INFO     | __main__:_prune_old_timer_checkpoints:1799 - Removed stale timer checkpoint: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-375
+2026-06-28 15:23:34.005 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=300 (missing=0, unexpected=0)
+2026-06-28 15:23:36.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 15:23:36.246 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:23:36.329 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 15:24:42.282 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000300/group_0/index_1247_seed_6294_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:24:59.671 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:24:59.675 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.11s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.11s/it]
+2026-06-28 15:26:08.818 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000300/group_0/index_1247_seed_6295_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:26:31.034 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 15:26:31.197 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 15:26:32.145 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-28 15:28:23.465 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-28 15:28:24.215 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 15:30:21.383 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 300: training:  50%|█████     | 1/2 [03:27<03:27, 207.44s/it]             2026-06-28 15:37:20.381 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 301, train_steps: 12040
+Global Step 300: training: 100%|██████████| 2/2 [06:58<00:00, 209.49s/it]0, 10.19s/it]
+2026-06-28 15:37:21.059 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 401	train_steps 12040	{'step': '401/10000', 'learning_rate': '0.00001000', 'loss': '-6.519e-09', 'grad_norm': '0.00485159', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.11801147', 'grpo_loop_time': '418.99255371', 'ref_model_time': '111.31457520', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87719804', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.70361328', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.458e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.519e-09', 'kl_loss': '0.00892909', 'kl_moving': '0.00892909', 'kl_stepwise': '-1.958e-08', 'gathered_avg_reward_mean': '9.70324707', 'gathered_avg_reward_std': '1.01818943', 'gathered_video_score2_mq_reward_mean': '3.35424805', 'gathered_video_score2_mq_reward_std': '0.36448741', 'gathered_video_score2_overall_reward_mean': '9.70361328', 'gathered_video_score2_overall_reward_std': '1.01360965', 'gathered_video_score2_ta_reward_mean': '3.17126465', 'gathered_video_score2_ta_reward_std': '0.47378945', 'gathered_video_score2_vq_reward_mean': '3.17773438', 'gathered_video_score2_vq_reward_std': '0.40514517', 'gathered_ori_avg_reward_mean': '9.70324707', 'gathered_ori_avg_reward_std': '1.01818943'}
+2026-06-28 15:37:21.147 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 15:37:21.236 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:37:21.284 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 15:38:27.164 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000301/group_0/index_468_seed_18240_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:38:41.539 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:38:41.543 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-28 15:39:52.892 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000301/group_0/index_468_seed_18241_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:40:13.962 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 15:40:14.126 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 15:40:15.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.12s/it]
+2026-06-28 15:42:06.710 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.64s (1.86min)
+2026-06-28 15:42:07.452 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 15:44:06.513 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 301: training:  50%|█████     | 1/2 [03:28<03:28, 208.69s/it]             2026-06-28 15:51:07.500 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 302, train_steps: 12080
+Global Step 301: training: 100%|██████████| 2/2 [07:00<00:00, 210.48s/it]0, 10.20s/it]
+2026-06-28 15:51:08.160 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 402	train_steps 12080	{'step': '402/10000', 'learning_rate': '0.00001000', 'loss': '4.773e-09', 'grad_norm': '0.00613536', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.25363159', 'grpo_loop_time': '420.96478271', 'ref_model_time': '111.63725281', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87992561', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.36181641', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.449e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.773e-09', 'kl_loss': '0.00954045', 'kl_moving': '0.00954045', 'kl_stepwise': '-1.921e-08', 'gathered_avg_reward_mean': '9.36413574', 'gathered_avg_reward_std': '1.20967329', 'gathered_video_score2_mq_reward_mean': '3.20349121', 'gathered_video_score2_mq_reward_std': '0.49067077', 'gathered_video_score2_overall_reward_mean': '9.36181641', 'gathered_video_score2_overall_reward_std': '1.21133816', 'gathered_video_score2_ta_reward_mean': '2.93530273', 'gathered_video_score2_ta_reward_std': '0.66607928', 'gathered_video_score2_vq_reward_mean': '3.22534180', 'gathered_video_score2_vq_reward_std': '0.44771150', 'gathered_ori_avg_reward_mean': '9.36413574', 'gathered_ori_avg_reward_std': '1.20967329'}
+2026-06-28 15:51:08.207 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 15:51:08.301 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:51:08.345 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 15:52:14.618 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000302/group_0/index_7363_seed_3362_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:52:29.649 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 15:52:29.653 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.22s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.22s/it]
+2026-06-28 15:53:41.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000302/group_0/index_7363_seed_3363_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 15:54:03.550 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 15:54:03.712 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 15:54:04.948 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.29s/it]
+2026-06-28 15:55:56.707 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.64s (1.86min)
+2026-06-28 15:55:57.451 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 15:57:55.174 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 302: training:  50%|█████     | 1/2 [03:26<03:26, 206.99s/it]             2026-06-28 16:04:53.623 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 303, train_steps: 12120
+Global Step 302: training: 100%|██████████| 2/2 [06:58<00:00, 209.22s/it]0, 10.20s/it]
+2026-06-28 16:04:54.280 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 403	train_steps 12120	{'step': '403/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00584948', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.19836426', 'grpo_loop_time': '418.44091797', 'ref_model_time': '111.63720703', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87636870', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.11718750', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.358e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00994004', 'kl_moving': '0.00994004', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '9.12145996', 'gathered_avg_reward_std': '1.05314648', 'gathered_video_score2_mq_reward_mean': '3.16601562', 'gathered_video_score2_mq_reward_std': '0.42289102', 'gathered_video_score2_overall_reward_mean': '9.11718750', 'gathered_video_score2_overall_reward_std': '1.05337012', 'gathered_video_score2_ta_reward_mean': '2.86975098', 'gathered_video_score2_ta_reward_std': '0.56123900', 'gathered_video_score2_vq_reward_mean': '3.08569336', 'gathered_video_score2_vq_reward_std': '0.39414424', 'gathered_ori_avg_reward_mean': '9.12145996', 'gathered_ori_avg_reward_std': '1.05314648'}
+2026-06-28 16:04:54.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 16:04:54.424 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:04:54.452 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 16:06:00.449 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000303/group_0/index_5101_seed_16601_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:06:17.196 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:06:17.199 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-28 16:07:24.459 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000303/group_0/index_5101_seed_16602_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:07:49.262 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 16:07:49.431 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 16:07:50.373 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.57s/it]
+2026-06-28 16:09:41.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.48s (1.86min)
+2026-06-28 16:09:42.588 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 16:11:41.071 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 303: training:  50%|█████     | 1/2 [03:27<03:27, 207.45s/it]             2026-06-28 16:18:39.995 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 304, train_steps: 12160
+Global Step 303: training: 100%|██████████| 2/2 [06:58<00:00, 209.45s/it]0, 10.19s/it]
+2026-06-28 16:18:40.670 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 404	train_steps 12160	{'step': '404/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00546034', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.21218872', 'grpo_loop_time': '418.89913940', 'ref_model_time': '111.47734070', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87572968', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.19335938', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.438e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.01085293', 'kl_moving': '0.01085293', 'kl_stepwise': '-1.928e-08', 'gathered_avg_reward_mean': '9.19360352', 'gathered_avg_reward_std': '0.90279853', 'gathered_video_score2_mq_reward_mean': '3.18237305', 'gathered_video_score2_mq_reward_std': '0.28388327', 'gathered_video_score2_overall_reward_mean': '9.19335938', 'gathered_video_score2_overall_reward_std': '0.90199488', 'gathered_video_score2_ta_reward_mean': '2.94702148', 'gathered_video_score2_ta_reward_std': '0.53642797', 'gathered_video_score2_vq_reward_mean': '3.06420898', 'gathered_video_score2_vq_reward_std': '0.39586446', 'gathered_ori_avg_reward_mean': '9.19360352', 'gathered_ori_avg_reward_std': '0.90279859'}
+2026-06-28 16:18:40.716 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 16:18:40.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:18:40.935 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 16:19:46.939 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000304/group_0/index_4382_seed_8608_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:20:05.649 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:20:05.653 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.00s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.00s/it]
+2026-06-28 16:21:12.939 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000304/group_0/index_4382_seed_8609_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:21:33.374 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 16:21:33.543 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 16:21:34.482 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.54s/it]
+2026-06-28 16:23:25.713 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.22s (1.85min)
+2026-06-28 16:23:26.479 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 16:25:23.603 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 304: training:  50%|█████     | 1/2 [03:26<03:26, 206.80s/it]             2026-06-28 16:32:22.221 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 305, train_steps: 12200
+Global Step 304: training: 100%|██████████| 2/2 [06:58<00:00, 209.30s/it]0, 10.21s/it]
+2026-06-28 16:32:22.899 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 405	train_steps 12200	{'step': '405/10000', 'learning_rate': '0.00001000', 'loss': '-6.054e-09', 'grad_norm': '0.00618931', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.71813965', 'grpo_loop_time': '418.60687256', 'ref_model_time': '111.22199249', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86468709', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.39941406', 'token_credit_video_advantage_mean': '6.752e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-6.054e-09', 'kl_loss': '0.01089983', 'kl_moving': '0.01089983', 'kl_stepwise': '-1.909e-08', 'gathered_avg_reward_mean': '9.39526367', 'gathered_avg_reward_std': '0.91941756', 'gathered_video_score2_mq_reward_mean': '3.27978516', 'gathered_video_score2_mq_reward_std': '0.33168316', 'gathered_video_score2_overall_reward_mean': '9.39941406', 'gathered_video_score2_overall_reward_std': '0.91813445', 'gathered_video_score2_ta_reward_mean': '2.91674805', 'gathered_video_score2_ta_reward_std': '0.60395670', 'gathered_video_score2_vq_reward_mean': '3.19873047', 'gathered_video_score2_vq_reward_std': '0.44511944', 'gathered_ori_avg_reward_mean': '9.39526367', 'gathered_ori_avg_reward_std': '0.91941762'}
+2026-06-28 16:32:22.946 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 16:32:23.040 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:32:23.085 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 16:33:28.952 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000305/group_0/index_9280_seed_7262_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:33:44.910 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:33:44.914 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-28 16:34:53.825 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000305/group_0/index_9280_seed_7263_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:35:13.430 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 16:35:13.594 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 16:35:14.531 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.59s/it]
+2026-06-28 16:37:06.436 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.89s (1.86min)
+2026-06-28 16:37:07.201 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 16:39:06.214 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 305: training:  50%|█████     | 1/2 [03:28<03:28, 208.76s/it]             2026-06-28 16:46:06.525 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 306, train_steps: 12240
+Global Step 305: training: 100%|██████████| 2/2 [07:00<00:00, 210.15s/it]0, 10.19s/it]
+2026-06-28 16:46:07.105 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 406	train_steps 12240	{'step': '406/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.01247960', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.20898438', 'grpo_loop_time': '420.29885864', 'ref_model_time': '111.88780975', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87016851', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.10351562', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.01218728', 'kl_moving': '0.01218728', 'kl_stepwise': '-1.967e-08', 'gathered_avg_reward_mean': '9.10119629', 'gathered_avg_reward_std': '1.18597269', 'gathered_video_score2_mq_reward_mean': '3.13464355', 'gathered_video_score2_mq_reward_std': '0.41151130', 'gathered_video_score2_overall_reward_mean': '9.10351562', 'gathered_video_score2_overall_reward_std': '1.18598115', 'gathered_video_score2_ta_reward_mean': '2.99816895', 'gathered_video_score2_ta_reward_std': '0.61366951', 'gathered_video_score2_vq_reward_mean': '2.96838379', 'gathered_video_score2_vq_reward_std': '0.37249026', 'gathered_ori_avg_reward_mean': '9.10119629', 'gathered_ori_avg_reward_std': '1.18597269'}
+2026-06-28 16:46:07.243 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 16:46:07.328 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:46:07.366 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 16:47:13.565 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000306/group_0/index_9440_seed_2500_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:47:30.637 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:47:30.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.10s/it][01:02<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.10s/it]
+2026-06-28 16:48:39.681 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000306/group_0/index_9440_seed_2501_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 16:48:59.322 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 16:48:59.471 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 16:49:00.445 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-28 16:50:52.953 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.48s (1.87min)
+2026-06-28 16:50:53.717 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 16:52:50.888 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 306: training:  50%|█████     | 1/2 [03:26<03:26, 206.77s/it]             2026-06-28 16:59:49.405 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 307, train_steps: 12280
+Global Step 306: training: 100%|██████████| 2/2 [06:58<00:00, 209.25s/it]0, 10.20s/it]
+2026-06-28 16:59:50.103 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 407	train_steps 12280	{'step': '407/10000', 'learning_rate': '0.00001000', 'loss': '-1.257e-08', 'grad_norm': '0.00595535', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.43084717', 'grpo_loop_time': '418.50933838', 'ref_model_time': '112.47563934', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89906752', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.59326172', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.400e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.257e-08', 'kl_loss': '0.01151382', 'kl_moving': '0.01151383', 'kl_stepwise': '-1.833e-08', 'gathered_avg_reward_mean': '9.59130859', 'gathered_avg_reward_std': '1.02546680', 'gathered_video_score2_mq_reward_mean': '3.30981445', 'gathered_video_score2_mq_reward_std': '0.36562118', 'gathered_video_score2_overall_reward_mean': '9.59326172', 'gathered_video_score2_overall_reward_std': '1.02044368', 'gathered_video_score2_ta_reward_mean': '3.00610352', 'gathered_video_score2_ta_reward_std': '0.54692292', 'gathered_video_score2_vq_reward_mean': '3.27539062', 'gathered_video_score2_vq_reward_std': '0.31162599', 'gathered_ori_avg_reward_mean': '9.59130859', 'gathered_ori_avg_reward_std': '1.02546680'}
+2026-06-28 16:59:50.151 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 16:59:50.246 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 16:59:50.295 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 17:00:56.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000307/group_0/index_4734_seed_18126_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:01:14.159 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:01:14.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.04s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.04s/it]
+2026-06-28 17:02:21.842 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000307/group_0/index_4734_seed_18127_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:02:43.665 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 17:02:43.833 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 17:02:44.783 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.05s/it]
+2026-06-28 17:04:36.284 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.50s (1.86min)
+2026-06-28 17:04:37.055 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 17:06:34.914 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 307: training:  50%|█████     | 1/2 [03:26<03:26, 206.85s/it]             2026-06-28 17:13:33.677 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 308, train_steps: 12320
+Global Step 307: training: 100%|██████████| 2/2 [06:58<00:00, 209.38s/it]0, 10.20s/it]
+2026-06-28 17:13:34.362 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 408	train_steps 12320	{'step': '408/10000', 'learning_rate': '0.00001000', 'loss': '-1.211e-08', 'grad_norm': '0.00603748', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.85244751', 'grpo_loop_time': '418.75802612', 'ref_model_time': '111.49743652', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88741320', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '10.01953125', 'token_credit_video_advantage_mean': '-9.313e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.403e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.01227837', 'kl_moving': '0.01227837', 'kl_stepwise': '-1.927e-08', 'gathered_avg_reward_mean': '10.01611328', 'gathered_avg_reward_std': '1.18492472', 'gathered_video_score2_mq_reward_mean': '3.46191406', 'gathered_video_score2_mq_reward_std': '0.42630839', 'gathered_video_score2_overall_reward_mean': '10.01953125', 'gathered_video_score2_overall_reward_std': '1.18512690', 'gathered_video_score2_ta_reward_mean': '3.25146484', 'gathered_video_score2_ta_reward_std': '0.60698193', 'gathered_video_score2_vq_reward_mean': '3.30273438', 'gathered_video_score2_vq_reward_std': '0.40805358', 'gathered_ori_avg_reward_mean': '10.01611328', 'gathered_ori_avg_reward_std': '1.18492484'}
+2026-06-28 17:13:34.410 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 17:13:34.505 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:13:34.548 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 17:14:40.156 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000308/group_0/index_5001_seed_17648_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:14:54.725 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:14:54.728 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-28 17:16:08.520 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000308/group_0/index_5001_seed_17649_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:16:30.954 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 17:16:31.122 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 17:16:32.066 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.34s/it]
+2026-06-28 17:18:22.996 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.92s (1.85min)
+2026-06-28 17:18:23.746 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 17:20:20.827 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 308: training:  50%|█████     | 1/2 [03:27<03:27, 207.83s/it]             2026-06-28 17:27:20.294 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 309, train_steps: 12360
+Global Step 308: training: 100%|██████████| 2/2 [06:59<00:00, 209.73s/it]0, 10.19s/it]
+2026-06-28 17:27:20.956 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 409	train_steps 12360	{'step': '409/10000', 'learning_rate': '0.00001000', 'loss': '3.725e-09', 'grad_norm': '0.00577672', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.29141235', 'grpo_loop_time': '419.45788574', 'ref_model_time': '110.92353058', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89577097', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.39843750', 'token_credit_video_advantage_mean': '1.304e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.425e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-3.725e-09', 'kl_loss': '0.01367191', 'kl_moving': '0.01367191', 'kl_stepwise': '-1.992e-08', 'gathered_avg_reward_mean': '9.40002441', 'gathered_avg_reward_std': '0.92645282', 'gathered_video_score2_mq_reward_mean': '3.21508789', 'gathered_video_score2_mq_reward_std': '0.30944234', 'gathered_video_score2_overall_reward_mean': '9.39843750', 'gathered_video_score2_overall_reward_std': '0.92791325', 'gathered_video_score2_ta_reward_mean': '3.00939941', 'gathered_video_score2_ta_reward_std': '0.62273788', 'gathered_video_score2_vq_reward_mean': '3.17553711', 'gathered_video_score2_vq_reward_std': '0.34045768', 'gathered_ori_avg_reward_mean': '9.40002441', 'gathered_ori_avg_reward_std': '0.92645282'}
+2026-06-28 17:27:21.003 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 17:27:21.098 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:27:21.133 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 17:28:26.780 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000309/group_0/index_1821_seed_6329_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:28:46.012 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:28:46.016 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-28 17:29:53.590 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000309/group_0/index_1821_seed_6330_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:30:17.629 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 17:30:17.795 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 17:30:18.907 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-28 17:32:10.597 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.54s (1.86min)
+2026-06-28 17:32:11.366 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 17:34:08.512 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 309: training:  50%|█████     | 1/2 [03:26<03:26, 206.75s/it]             2026-06-28 17:41:06.720 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 310, train_steps: 12400
+Global Step 309: training: 100%|██████████| 2/2 [06:58<00:00, 209.09s/it]0, 10.18s/it]
+2026-06-28 17:41:07.390 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 410	train_steps 12400	{'step': '410/10000', 'learning_rate': '0.00001000', 'loss': '-6.985e-09', 'grad_norm': '0.00760895', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.31890869', 'grpo_loop_time': '418.18750000', 'ref_model_time': '111.54270172', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88205087', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.10742188', 'token_credit_video_advantage_mean': '1.211e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.500e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-7.451e-09', 'kl_loss': '0.01647686', 'kl_moving': '0.01647686', 'kl_stepwise': '-2.040e-08', 'gathered_avg_reward_mean': '9.11364746', 'gathered_avg_reward_std': '1.38085938', 'gathered_video_score2_mq_reward_mean': '3.23474121', 'gathered_video_score2_mq_reward_std': '0.49767607', 'gathered_video_score2_overall_reward_mean': '9.10742188', 'gathered_video_score2_overall_reward_std': '1.37895465', 'gathered_video_score2_ta_reward_mean': '2.76367188', 'gathered_video_score2_ta_reward_std': '0.72299534', 'gathered_video_score2_vq_reward_mean': '3.11523438', 'gathered_video_score2_vq_reward_std': '0.47960654', 'gathered_ori_avg_reward_mean': '9.11364746', 'gathered_ori_avg_reward_std': '1.38085938'}
+2026-06-28 17:41:42.601 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=310 (missing=0, unexpected=0)
+2026-06-28 17:41:44.574 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 17:41:44.784 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:41:44.882 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 17:42:50.855 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000310/group_0/index_7571_seed_18038_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:43:09.643 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:43:09.647 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.24s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.24s/it]
+2026-06-28 17:44:21.461 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000310/group_0/index_7571_seed_18039_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:44:42.415 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 17:44:42.579 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 17:44:43.492 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.06s/it]
+2026-06-28 17:46:34.573 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.04s (1.85min)
+2026-06-28 17:46:35.349 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 17:48:32.546 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 310: training:  50%|█████     | 1/2 [03:26<03:26, 206.64s/it]             2026-06-28 17:55:30.916 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 311, train_steps: 12440
+Global Step 310: training: 100%|██████████| 2/2 [06:58<00:00, 209.18s/it]0, 10.19s/it]
+2026-06-28 17:55:31.576 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 411	train_steps 12440	{'step': '411/10000', 'learning_rate': '0.00001000', 'loss': '-7.451e-09', 'grad_norm': '0.00633748', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.72570801', 'grpo_loop_time': '418.36425781', 'ref_model_time': '111.04081726', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87555164', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.25537109', 'token_credit_video_advantage_mean': '-4.657e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.461e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-9.313e-09', 'kl_loss': '0.00899942', 'kl_moving': '0.00899943', 'kl_stepwise': '-2.032e-08', 'gathered_avg_reward_mean': '9.25903320', 'gathered_avg_reward_std': '0.70283228', 'gathered_video_score2_mq_reward_mean': '3.12939453', 'gathered_video_score2_mq_reward_std': '0.26122954', 'gathered_video_score2_overall_reward_mean': '9.25537109', 'gathered_video_score2_overall_reward_std': '0.70359260', 'gathered_video_score2_ta_reward_mean': '3.03771973', 'gathered_video_score2_ta_reward_std': '0.46085173', 'gathered_video_score2_vq_reward_mean': '3.09191895', 'gathered_video_score2_vq_reward_std': '0.38339686', 'gathered_ori_avg_reward_mean': '9.25903320', 'gathered_ori_avg_reward_std': '0.70283228'}
+2026-06-28 17:55:31.723 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 17:55:31.812 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:55:31.858 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 17:56:37.432 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000311/group_0/index_1763_seed_19889_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:56:54.473 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 17:56:54.476 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-28 17:58:03.105 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000311/group_0/index_1763_seed_19890_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 17:58:24.596 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 17:58:24.766 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 17:58:25.704 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.14s/it]
+2026-06-28 18:00:17.025 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.31s (1.86min)
+2026-06-28 18:00:17.795 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 18:02:16.241 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 311: training:  50%|█████     | 1/2 [03:26<03:26, 206.86s/it]             2026-06-28 18:09:14.978 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 312, train_steps: 12480
+Global Step 311: training: 100%|██████████| 2/2 [06:58<00:00, 209.33s/it]0, 10.20s/it]
+2026-06-28 18:09:15.731 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 412	train_steps 12480	{'step': '412/10000', 'learning_rate': '0.00001000', 'loss': '-1.402e-08', 'grad_norm': '0.00612994', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.02447510', 'grpo_loop_time': '418.82522583', 'ref_model_time': '111.31122589', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85741454', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.61523438', 'token_credit_video_advantage_mean': '9.779e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.414e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.774e-08', 'kl_loss': '0.00960745', 'kl_moving': '0.00960746', 'kl_stepwise': '-1.914e-08', 'gathered_avg_reward_mean': '9.61230469', 'gathered_avg_reward_std': '1.06392395', 'gathered_video_score2_mq_reward_mean': '3.25854492', 'gathered_video_score2_mq_reward_std': '0.37958953', 'gathered_video_score2_overall_reward_mean': '9.61523438', 'gathered_video_score2_overall_reward_std': '1.06222534', 'gathered_video_score2_ta_reward_mean': '3.20312500', 'gathered_video_score2_ta_reward_std': '0.53576183', 'gathered_video_score2_vq_reward_mean': '3.15063477', 'gathered_video_score2_vq_reward_std': '0.42434865', 'gathered_ori_avg_reward_mean': '9.61230469', 'gathered_ori_avg_reward_std': '1.06392395'}
+2026-06-28 18:09:15.778 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 18:09:15.886 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:09:15.930 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 18:10:22.526 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000312/group_0/index_1533_seed_5991_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:10:40.488 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:10:40.492 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-28 18:11:49.860 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000312/group_0/index_1533_seed_5992_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:12:09.158 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 18:12:09.445 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 18:12:10.488 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 18:14:02.436 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.80s (1.86min)
+2026-06-28 18:14:03.206 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 18:16:01.080 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 312: training:  50%|█████     | 1/2 [03:29<03:29, 209.27s/it]             2026-06-28 18:23:02.371 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 313, train_steps: 12520
+Global Step 312: training: 100%|██████████| 2/2 [07:01<00:00, 210.63s/it]0, 10.22s/it]
+2026-06-28 18:23:03.010 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 413	train_steps 12520	{'step': '413/10000', 'learning_rate': '0.00001000', 'loss': '8.848e-09', 'grad_norm': '0.00547201', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.38293457', 'grpo_loop_time': '421.26599121', 'ref_model_time': '111.80432892', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87837261', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.51953125', 'token_credit_video_advantage_mean': '-5.821e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.383e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.122e-09', 'kl_loss': '0.00997764', 'kl_moving': '0.00997764', 'kl_stepwise': '-1.828e-08', 'gathered_avg_reward_mean': '9.52160645', 'gathered_avg_reward_std': '1.23067009', 'gathered_video_score2_mq_reward_mean': '3.29589844', 'gathered_video_score2_mq_reward_std': '0.36144820', 'gathered_video_score2_overall_reward_mean': '9.51953125', 'gathered_video_score2_overall_reward_std': '1.23165870', 'gathered_video_score2_ta_reward_mean': '3.20556641', 'gathered_video_score2_ta_reward_std': '0.52971268', 'gathered_video_score2_vq_reward_mean': '3.02014160', 'gathered_video_score2_vq_reward_std': '0.56284881', 'gathered_ori_avg_reward_mean': '9.52160645', 'gathered_ori_avg_reward_std': '1.23067009'}
+2026-06-28 18:23:03.059 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 18:23:03.151 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:23:03.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 18:24:09.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000313/group_0/index_3743_seed_21237_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:24:23.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:24:23.045 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 18:25:33.681 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000313/group_0/index_3743_seed_21238_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:25:53.372 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 18:25:53.541 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 18:25:54.340 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.24s/it]
+2026-06-28 18:27:45.972 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.48s (1.86min)
+2026-06-28 18:27:46.743 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 18:29:44.762 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 313: training:  50%|█████     | 1/2 [03:27<03:27, 207.57s/it]             2026-06-28 18:36:44.093 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 314, train_steps: 12560
+Global Step 313: training: 100%|██████████| 2/2 [06:59<00:00, 209.66s/it]0, 10.20s/it]
+2026-06-28 18:36:44.725 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 414	train_steps 12560	{'step': '414/10000', 'learning_rate': '0.00001000', 'loss': '-2.701e-08', 'grad_norm': '0.00583395', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.63916016', 'grpo_loop_time': '419.31668091', 'ref_model_time': '111.47887421', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87576395', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.46093750', 'token_credit_video_advantage_mean': '-5.122e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.475e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.701e-08', 'kl_loss': '0.01045013', 'kl_moving': '0.01045013', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '9.45983887', 'gathered_avg_reward_std': '1.12802303', 'gathered_video_score2_mq_reward_mean': '3.27709961', 'gathered_video_score2_mq_reward_std': '0.37477860', 'gathered_video_score2_overall_reward_mean': '9.46093750', 'gathered_video_score2_overall_reward_std': '1.13335121', 'gathered_video_score2_ta_reward_mean': '2.99938965', 'gathered_video_score2_ta_reward_std': '0.66238630', 'gathered_video_score2_vq_reward_mean': '3.18334961', 'gathered_video_score2_vq_reward_std': '0.36116701', 'gathered_ori_avg_reward_mean': '9.45983887', 'gathered_ori_avg_reward_std': '1.12802303'}
+2026-06-28 18:36:44.784 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 18:36:44.868 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:36:44.921 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 18:37:51.092 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000314/group_0/index_1518_seed_21970_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:38:07.047 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:38:07.050 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.12s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.12s/it]
+2026-06-28 18:39:16.603 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000314/group_0/index_1518_seed_21971_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:39:38.231 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 18:39:38.401 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 18:39:39.204 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.25s/it]
+2026-06-28 18:41:30.361 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.02s (1.85min)
+2026-06-28 18:41:31.126 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 18:43:28.234 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 314: training:  50%|█████     | 1/2 [03:26<03:26, 206.31s/it]             2026-06-28 18:50:25.517 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 315, train_steps: 12600
+Global Step 314: training: 100%|██████████| 2/2 [06:57<00:00, 208.64s/it]0, 10.17s/it]
+2026-06-28 18:50:26.160 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 415	train_steps 12600	{'step': '415/10000', 'learning_rate': '0.00001000', 'loss': '8.382e-09', 'grad_norm': '0.00498937', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.29736328', 'grpo_loop_time': '417.28198242', 'ref_model_time': '111.01931000', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86969221', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.54687500', 'token_credit_video_advantage_mean': '-8.382e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.536e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.01080890', 'kl_moving': '0.01080891', 'kl_stepwise': '-2.007e-08', 'gathered_avg_reward_mean': '9.54650879', 'gathered_avg_reward_std': '1.08796108', 'gathered_video_score2_mq_reward_mean': '3.34777832', 'gathered_video_score2_mq_reward_std': '0.41515738', 'gathered_video_score2_overall_reward_mean': '9.54687500', 'gathered_video_score2_overall_reward_std': '1.09257746', 'gathered_video_score2_ta_reward_mean': '2.97375488', 'gathered_video_score2_ta_reward_std': '0.68715364', 'gathered_video_score2_vq_reward_mean': '3.22497559', 'gathered_video_score2_vq_reward_std': '0.37524959', 'gathered_ori_avg_reward_mean': '9.54650879', 'gathered_ori_avg_reward_std': '1.08796108'}
+2026-06-28 18:50:26.238 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 18:50:26.321 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:50:26.378 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 18:51:32.173 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000315/group_0/index_1157_seed_27008_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:51:49.439 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 18:51:49.443 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 18:53:00.022 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000315/group_0/index_1157_seed_27009_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 18:53:21.319 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 18:53:21.484 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 18:53:22.292 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-28 18:55:13.829 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.23s (1.85min)
+2026-06-28 18:55:14.584 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 18:57:13.932 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 315: training:  50%|█████     | 1/2 [03:27<03:27, 207.94s/it]             2026-06-28 19:04:13.069 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 316, train_steps: 12640
+Global Step 315: training: 100%|██████████| 2/2 [06:59<00:00, 209.57s/it]0, 10.18s/it]
+2026-06-28 19:04:13.650 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 416	train_steps 12640	{'step': '416/10000', 'learning_rate': '0.00001000', 'loss': '2.664e-09', 'grad_norm': '0.01011134', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.30163574', 'grpo_loop_time': '419.13381958', 'ref_model_time': '111.22552490', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85652268', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.65576172', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.472e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '2.608e-09', 'kl_loss': '0.01221409', 'kl_moving': '0.01221409', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '9.65869141', 'gathered_avg_reward_std': '1.02659798', 'gathered_video_score2_mq_reward_mean': '3.33300781', 'gathered_video_score2_mq_reward_std': '0.37353101', 'gathered_video_score2_overall_reward_mean': '9.65576172', 'gathered_video_score2_overall_reward_std': '1.02074265', 'gathered_video_score2_ta_reward_mean': '3.09814453', 'gathered_video_score2_ta_reward_std': '0.53298825', 'gathered_video_score2_vq_reward_mean': '3.22753906', 'gathered_video_score2_vq_reward_std': '0.38644123', 'gathered_ori_avg_reward_mean': '9.65869141', 'gathered_ori_avg_reward_std': '1.02659798'}
+2026-06-28 19:04:13.773 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 19:04:13.857 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:04:13.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 19:05:20.160 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000316/group_0/index_8702_seed_7604_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:05:37.737 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:05:37.741 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.06s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.06s/it]
+2026-06-28 19:06:45.930 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000316/group_0/index_8702_seed_7605_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:07:07.109 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 19:07:07.278 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 19:07:08.388 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 19:08:59.909 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.52s (1.86min)
+2026-06-28 19:09:00.682 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 19:11:00.538 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 316: training:  50%|█████     | 1/2 [03:29<03:29, 209.50s/it]             2026-06-28 19:18:01.140 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 317, train_steps: 12680
+Global Step 316: training: 100%|██████████| 2/2 [07:00<00:00, 210.29s/it]0, 10.18s/it]
+2026-06-28 19:18:01.825 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 417	train_steps 12680	{'step': '417/10000', 'learning_rate': '0.00001000', 'loss': '-1.863e-09', 'grad_norm': '0.00864408', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.86492920', 'grpo_loop_time': '420.58474731', 'ref_model_time': '111.51962280', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89506537', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.28564453', 'token_credit_video_advantage_mean': '2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.502e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.863e-09', 'kl_loss': '0.01236528', 'kl_moving': '0.01236528', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '9.28210449', 'gathered_avg_reward_std': '1.18208539', 'gathered_video_score2_mq_reward_mean': '3.22558594', 'gathered_video_score2_mq_reward_std': '0.38932279', 'gathered_video_score2_overall_reward_mean': '9.28564453', 'gathered_video_score2_overall_reward_std': '1.18657279', 'gathered_video_score2_ta_reward_mean': '2.98083496', 'gathered_video_score2_ta_reward_std': '0.55611598', 'gathered_video_score2_vq_reward_mean': '3.07568359', 'gathered_video_score2_vq_reward_std': '0.55401981', 'gathered_ori_avg_reward_mean': '9.28210449', 'gathered_ori_avg_reward_std': '1.18208539'}
+2026-06-28 19:18:01.873 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 19:18:01.964 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:18:01.994 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 19:19:07.644 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000317/group_0/index_3229_seed_33298_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:19:23.382 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:19:23.383 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-28 19:20:30.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000317/group_0/index_3229_seed_33299_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:20:52.664 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 19:20:52.828 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 19:20:53.764 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.02s/it]
+2026-06-28 19:22:44.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.95s (1.85min)
+2026-06-28 19:22:45.493 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 19:24:44.250 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 317: training:  50%|█████     | 1/2 [03:28<03:28, 208.18s/it]             2026-06-28 19:31:43.598 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 318, train_steps: 12720
+Global Step 317: training: 100%|██████████| 2/2 [06:59<00:00, 209.67s/it]0, 10.18s/it]
+2026-06-28 19:31:44.278 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 418	train_steps 12720	{'step': '418/10000', 'learning_rate': '0.00001000', 'loss': '6.752e-09', 'grad_norm': '0.00582826', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.57189941', 'grpo_loop_time': '419.33862305', 'ref_model_time': '110.94867706', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86521763', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14843750', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.457e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '6.519e-09', 'kl_loss': '0.01375314', 'kl_moving': '0.01375314', 'kl_stepwise': '-2.036e-08', 'gathered_avg_reward_mean': '9.14880371', 'gathered_avg_reward_std': '0.94995934', 'gathered_video_score2_mq_reward_mean': '3.17089844', 'gathered_video_score2_mq_reward_std': '0.35203826', 'gathered_video_score2_overall_reward_mean': '9.14843750', 'gathered_video_score2_overall_reward_std': '0.94999808', 'gathered_video_score2_ta_reward_mean': '2.96972656', 'gathered_video_score2_ta_reward_std': '0.48788166', 'gathered_video_score2_vq_reward_mean': '3.00817871', 'gathered_video_score2_vq_reward_std': '0.41102827', 'gathered_ori_avg_reward_mean': '9.14880371', 'gathered_ori_avg_reward_std': '0.94995934'}
+2026-06-28 19:31:44.327 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 19:31:44.421 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:31:44.437 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 19:32:50.736 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000318/group_0/index_7143_seed_7320_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:33:04.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:33:04.977 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 19:34:16.685 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000318/group_0/index_7143_seed_7321_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:34:36.662 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 19:34:36.824 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 19:34:37.768 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.10s/it]
+2026-06-28 19:36:28.366 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.59s (1.84min)
+2026-06-28 19:36:29.109 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 19:38:26.152 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 318: training:  50%|█████     | 1/2 [03:27<03:27, 207.01s/it]             2026-06-28 19:45:24.093 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 319, train_steps: 12760
+Global Step 318: training: 100%|██████████| 2/2 [06:57<00:00, 208.97s/it]0, 10.16s/it]
+2026-06-28 19:45:24.724 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 419	train_steps 12760	{'step': '419/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00744902', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.73687744', 'grpo_loop_time': '417.94335938', 'ref_model_time': '110.59471130', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87701738', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.10791016', 'token_credit_video_advantage_mean': '1.024e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.485e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-10', 'kl_loss': '0.01491036', 'kl_moving': '0.01491036', 'kl_stepwise': '-1.954e-08', 'gathered_avg_reward_mean': '9.10852051', 'gathered_avg_reward_std': '1.20558381', 'gathered_video_score2_mq_reward_mean': '3.13354492', 'gathered_video_score2_mq_reward_std': '0.41441178', 'gathered_video_score2_overall_reward_mean': '9.10791016', 'gathered_video_score2_overall_reward_std': '1.20316219', 'gathered_video_score2_ta_reward_mean': '3.01562500', 'gathered_video_score2_ta_reward_std': '0.60767144', 'gathered_video_score2_vq_reward_mean': '2.95935059', 'gathered_video_score2_vq_reward_std': '0.44436958', 'gathered_ori_avg_reward_mean': '9.10852051', 'gathered_ori_avg_reward_std': '1.20558381'}
+2026-06-28 19:45:24.785 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 19:45:24.907 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:45:24.938 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 19:46:30.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000319/group_0/index_2631_seed_29483_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:46:45.347 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:46:45.351 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.89s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 19:47:56.462 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000319/group_0/index_2631_seed_29484_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 19:48:17.815 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 19:48:17.980 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 19:48:18.987 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.40s/it]
+2026-06-28 19:50:10.500 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.47s (1.86min)
+2026-06-28 19:50:11.264 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 19:52:08.431 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 319: training:  50%|█████     | 1/2 [03:27<03:27, 207.19s/it]             2026-06-28 19:59:06.562 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 320, train_steps: 12800
+Global Step 319: training: 100%|██████████| 2/2 [06:58<00:00, 209.06s/it]0, 10.17s/it]
+2026-06-28 19:59:07.158 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 420	train_steps 12800	{'step': '420/10000', 'learning_rate': '0.00001000', 'loss': '-8.382e-09', 'grad_norm': '0.00520570', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.43350220', 'grpo_loop_time': '418.11734009', 'ref_model_time': '111.46644592', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86522651', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.41601562', 'token_credit_video_advantage_mean': '6.054e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.443e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.211e-08', 'kl_loss': '0.01324480', 'kl_moving': '0.01324480', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '9.41418457', 'gathered_avg_reward_std': '1.00927389', 'gathered_video_score2_mq_reward_mean': '3.21655273', 'gathered_video_score2_mq_reward_std': '0.38391569', 'gathered_video_score2_overall_reward_mean': '9.41601562', 'gathered_video_score2_overall_reward_std': '1.00392711', 'gathered_video_score2_ta_reward_mean': '3.12060547', 'gathered_video_score2_ta_reward_std': '0.66647351', 'gathered_video_score2_vq_reward_mean': '3.07702637', 'gathered_video_score2_vq_reward_std': '0.39138079', 'gathered_ori_avg_reward_mean': '9.41418457', 'gathered_ori_avg_reward_std': '1.00927389'}
+2026-06-28 19:59:42.644 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=320 (missing=0, unexpected=0)
+2026-06-28 19:59:44.368 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 19:59:44.579 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 19:59:44.692 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 20:00:50.668 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000320/group_0/index_5321_seed_8604_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:01:04.334 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:01:04.338 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.20s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.20s/it]
+2026-06-28 20:02:15.454 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000320/group_0/index_5321_seed_8605_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:02:34.356 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 20:02:34.519 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 20:02:35.443 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-06-28 20:04:26.410 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.95s (1.85min)
+2026-06-28 20:04:27.157 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 20:06:24.866 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 320: training:  50%|█████     | 1/2 [03:27<03:27, 207.77s/it]             2026-06-28 20:13:24.101 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 321, train_steps: 12840
+Global Step 320: training: 100%|██████████| 2/2 [06:59<00:00, 209.61s/it]0, 10.20s/it]
+2026-06-28 20:13:24.749 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 421	train_steps 12840	{'step': '421/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00553231', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '282.74578857', 'grpo_loop_time': '419.21896362', 'ref_model_time': '110.94748688', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88170946', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.34765625', 'token_credit_video_advantage_mean': '-9.313e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.429e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.00937039', 'kl_moving': '0.00937039', 'kl_stepwise': '-1.984e-08', 'gathered_avg_reward_mean': '9.35180664', 'gathered_avg_reward_std': '1.41922522', 'gathered_video_score2_mq_reward_mean': '3.17883301', 'gathered_video_score2_mq_reward_std': '0.45129681', 'gathered_video_score2_overall_reward_mean': '9.34765625', 'gathered_video_score2_overall_reward_std': '1.42006564', 'gathered_video_score2_ta_reward_mean': '3.15405273', 'gathered_video_score2_ta_reward_std': '0.68978155', 'gathered_video_score2_vq_reward_mean': '3.01892090', 'gathered_video_score2_vq_reward_std': '0.51718146', 'gathered_ori_avg_reward_mean': '9.35180664', 'gathered_ori_avg_reward_std': '1.41922522'}
+2026-06-28 20:13:24.803 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 20:13:24.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:13:24.937 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 20:14:31.013 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000321/group_0/index_7063_seed_14591_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:14:47.641 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:14:47.645 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-28 20:15:56.009 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000321/group_0/index_7063_seed_14592_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:16:15.047 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 20:16:15.209 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 20:16:16.163 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.01s/it]
+2026-06-28 20:18:07.672 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.50s (1.86min)
+2026-06-28 20:18:08.403 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 20:20:06.646 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 321: training:  50%|█████     | 1/2 [03:28<03:28, 208.42s/it]             2026-06-28 20:27:06.417 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 322, train_steps: 12880
+Global Step 321: training: 100%|██████████| 2/2 [06:59<00:00, 209.88s/it]0, 10.19s/it]
+2026-06-28 20:27:07.078 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 422	train_steps 12880	{'step': '422/10000', 'learning_rate': '0.00001000', 'loss': '-6.519e-09', 'grad_norm': '0.00687495', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.55413818', 'grpo_loop_time': '419.75634766', 'ref_model_time': '111.50237274', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88498056', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.67431641', 'token_credit_video_advantage_mean': '1.118e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.527e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.00980195', 'kl_moving': '0.00980196', 'kl_stepwise': '-1.949e-08', 'gathered_avg_reward_mean': '9.67761230', 'gathered_avg_reward_std': '1.01778173', 'gathered_video_score2_mq_reward_mean': '3.28149414', 'gathered_video_score2_mq_reward_std': '0.41266432', 'gathered_video_score2_overall_reward_mean': '9.67431641', 'gathered_video_score2_overall_reward_std': '1.01743841', 'gathered_video_score2_ta_reward_mean': '3.26159668', 'gathered_video_score2_ta_reward_std': '0.47307572', 'gathered_video_score2_vq_reward_mean': '3.13452148', 'gathered_video_score2_vq_reward_std': '0.46322110', 'gathered_ori_avg_reward_mean': '9.67761230', 'gathered_ori_avg_reward_std': '1.01778173'}
+2026-06-28 20:27:07.126 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 20:27:07.220 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:27:07.266 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-28 20:28:13.342 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000322/group_0/index_7252_seed_27272_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:28:33.896 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:28:33.897 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-28 20:29:38.873 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000322/group_0/index_7252_seed_27273_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:29:58.446 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 20:29:58.591 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 20:29:59.493 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.39s/it]
+2026-06-28 20:31:51.995 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.44s (1.87min)
+2026-06-28 20:31:52.755 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 20:33:50.097 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 322: training:  50%|█████     | 1/2 [03:27<03:27, 207.04s/it]             2026-06-28 20:40:48.245 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 323, train_steps: 12920
+Global Step 322: training: 100%|██████████| 2/2 [06:58<00:00, 209.07s/it]0, 10.17s/it]
+2026-06-28 20:40:48.909 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 423	train_steps 12920	{'step': '423/10000', 'learning_rate': '0.00001000', 'loss': '1.863e-08', 'grad_norm': '0.00525099', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.58465576', 'grpo_loop_time': '418.14306641', 'ref_model_time': '112.43608093', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86484194', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.29589844', 'token_credit_video_advantage_mean': '5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-08', 'kl_loss': '0.00986449', 'kl_moving': '0.00986449', 'kl_stepwise': '-2.009e-08', 'gathered_avg_reward_mean': '9.29711914', 'gathered_avg_reward_std': '1.29409754', 'gathered_video_score2_mq_reward_mean': '3.17517090', 'gathered_video_score2_mq_reward_std': '0.43768919', 'gathered_video_score2_overall_reward_mean': '9.29589844', 'gathered_video_score2_overall_reward_std': '1.29259658', 'gathered_video_score2_ta_reward_mean': '2.95800781', 'gathered_video_score2_ta_reward_std': '0.68280715', 'gathered_video_score2_vq_reward_mean': '3.16394043', 'gathered_video_score2_vq_reward_std': '0.40354013', 'gathered_ori_avg_reward_mean': '9.29711914', 'gathered_ori_avg_reward_std': '1.29409754'}
+2026-06-28 20:40:48.957 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 20:40:49.054 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:40:49.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 20:41:54.854 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000323/group_0/index_6425_seed_15667_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:42:17.942 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:42:17.945 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-28 20:43:23.035 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000323/group_0/index_6425_seed_15668_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:43:45.328 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 20:43:45.493 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 20:43:46.399 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.36s/it]
+2026-06-28 20:45:37.481 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.95s (1.85min)
+2026-06-28 20:45:38.257 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 20:47:37.202 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 323: training:  50%|█████     | 1/2 [03:27<03:27, 207.55s/it]             2026-06-28 20:54:35.782 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 324, train_steps: 12960
+Global Step 323: training: 100%|██████████| 2/2 [06:58<00:00, 209.28s/it]0, 10.18s/it]
+2026-06-28 20:54:36.443 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 424	train_steps 12960	{'step': '424/10000', 'learning_rate': '0.00001000', 'loss': '1.770e-08', 'grad_norm': '0.00583182', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '289.25631714', 'grpo_loop_time': '418.57269287', 'ref_model_time': '110.94616699', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.89939737', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.43896484', 'token_credit_video_advantage_mean': '-3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.455e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.770e-08', 'kl_loss': '0.00994975', 'kl_moving': '0.00994976', 'kl_stepwise': '-1.932e-08', 'gathered_avg_reward_mean': '9.44189453', 'gathered_avg_reward_std': '1.19140291', 'gathered_video_score2_mq_reward_mean': '3.23876953', 'gathered_video_score2_mq_reward_std': '0.40329519', 'gathered_video_score2_overall_reward_mean': '9.43896484', 'gathered_video_score2_overall_reward_std': '1.18882823', 'gathered_video_score2_ta_reward_mean': '3.01330566', 'gathered_video_score2_ta_reward_std': '0.59725827', 'gathered_video_score2_vq_reward_mean': '3.18981934', 'gathered_video_score2_vq_reward_std': '0.44131482', 'gathered_ori_avg_reward_mean': '9.44189453', 'gathered_ori_avg_reward_std': '1.19140291'}
+2026-06-28 20:54:36.491 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 20:54:36.584 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:54:36.629 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 20:55:42.273 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000324/group_0/index_5541_seed_27371_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:55:58.642 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 20:55:58.646 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.20s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.20s/it]
+2026-06-28 20:57:09.638 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000324/group_0/index_5541_seed_27372_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 20:57:33.434 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 20:57:33.609 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 20:57:34.559 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.65s/it]
+2026-06-28 20:59:25.804 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.24s (1.85min)
+2026-06-28 20:59:26.574 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 21:01:23.648 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 324: training:  50%|█████     | 1/2 [03:27<03:27, 207.18s/it]             2026-06-28 21:08:23.485 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 325, train_steps: 13000
+Global Step 324: training: 100%|██████████| 2/2 [06:59<00:00, 209.91s/it]0, 10.18s/it]
+2026-06-28 21:08:24.132 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 425	train_steps 13000	{'step': '425/10000', 'learning_rate': '0.00001000', 'loss': '-6.519e-09', 'grad_norm': '0.00587518', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '290.03775024', 'grpo_loop_time': '419.82659912', 'ref_model_time': '111.24324799', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85932118', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.41503906', 'token_credit_video_advantage_mean': '-4.424e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.444e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-8.382e-09', 'kl_loss': '0.01109385', 'kl_moving': '0.01109385', 'kl_stepwise': '-1.930e-08', 'gathered_avg_reward_mean': '9.41320801', 'gathered_avg_reward_std': '1.36530578', 'gathered_video_score2_mq_reward_mean': '3.25378418', 'gathered_video_score2_mq_reward_std': '0.44460306', 'gathered_video_score2_overall_reward_mean': '9.41503906', 'gathered_video_score2_overall_reward_std': '1.36428785', 'gathered_video_score2_ta_reward_mean': '2.98999023', 'gathered_video_score2_ta_reward_std': '0.73858404', 'gathered_video_score2_vq_reward_mean': '3.16943359', 'gathered_video_score2_vq_reward_std': '0.39813310', 'gathered_ori_avg_reward_mean': '9.41320801', 'gathered_ori_avg_reward_std': '1.36530566'}
+2026-06-28 21:09:41.136 | INFO     | __main__:save_checkpoint:1967 - Timer checkpoint saved at step 425 to s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-425
+2026-06-28 21:09:41.271 | INFO     | __main__:_write_timer_marker:1784 - Timer resume marker updated at step 425: s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/timer/checkpoint-425
+2026-06-28 21:09:41.408 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 21:09:41.501 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:09:41.563 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 21:10:47.456 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000325/group_0/index_1153_seed_29891_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:11:07.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:11:07.042 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.02s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.02s/it]
+2026-06-28 21:12:14.555 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000325/group_0/index_1153_seed_29892_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:12:34.644 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 21:12:34.807 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 21:12:35.748 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.60s/it]
+2026-06-28 21:14:26.624 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.85s (1.85min)
+2026-06-28 21:14:27.397 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 21:16:24.722 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 325: training:  50%|█████     | 1/2 [03:26<03:26, 206.97s/it]             2026-06-28 21:23:23.154 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 326, train_steps: 13040
+Global Step 325: training: 100%|██████████| 2/2 [06:58<00:00, 209.21s/it]0, 10.19s/it]
+2026-06-28 21:23:23.733 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 426	train_steps 13040	{'step': '426/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00666090', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.94384766', 'grpo_loop_time': '418.42092896', 'ref_model_time': '110.85316467', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86343586', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.31298828', 'token_credit_video_advantage_mean': '-6.519e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.415e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.01140592', 'kl_moving': '0.01140592', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.31774902', 'gathered_avg_reward_std': '1.44856918', 'gathered_video_score2_mq_reward_mean': '3.17138672', 'gathered_video_score2_mq_reward_std': '0.44097149', 'gathered_video_score2_overall_reward_mean': '9.31298828', 'gathered_video_score2_overall_reward_std': '1.45029223', 'gathered_video_score2_ta_reward_mean': '3.12500000', 'gathered_video_score2_ta_reward_std': '0.69258595', 'gathered_video_score2_vq_reward_mean': '3.02136230', 'gathered_video_score2_vq_reward_std': '0.55242586', 'gathered_ori_avg_reward_mean': '9.31774902', 'gathered_ori_avg_reward_std': '1.44856918'}
+2026-06-28 21:23:23.852 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 21:23:23.935 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:23:23.973 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 21:24:29.823 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000326/group_0/index_7797_seed_16598_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:24:43.082 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:24:43.086 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 21:25:53.950 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000326/group_0/index_7797_seed_16599_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:26:14.845 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 21:26:15.013 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 21:26:15.827 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.23s/it]
+2026-06-28 21:28:07.658 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.69s (1.86min)
+2026-06-28 21:28:08.426 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 21:30:06.650 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 326: training:  50%|█████     | 1/2 [03:28<03:28, 208.56s/it]             2026-06-28 21:37:06.769 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 327, train_steps: 13080
+Global Step 326: training: 100%|██████████| 2/2 [07:00<00:00, 210.01s/it]0, 10.20s/it]
+2026-06-28 21:37:07.272 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 427	train_steps 13080	{'step': '427/10000', 'learning_rate': '0.00001000', 'loss': '1.723e-08', 'grad_norm': '0.00574387', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.53021240', 'grpo_loop_time': '420.02615356', 'ref_model_time': '111.68613434', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87439966', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.09375000', 'token_credit_video_advantage_mean': '-1.863e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.407e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.723e-08', 'kl_loss': '0.01173666', 'kl_moving': '0.01173666', 'kl_stepwise': '-1.940e-08', 'gathered_avg_reward_mean': '9.09936523', 'gathered_avg_reward_std': '0.93438756', 'gathered_video_score2_mq_reward_mean': '3.17993164', 'gathered_video_score2_mq_reward_std': '0.33715025', 'gathered_video_score2_overall_reward_mean': '9.09375000', 'gathered_video_score2_overall_reward_std': '0.93276799', 'gathered_video_score2_ta_reward_mean': '2.93530273', 'gathered_video_score2_ta_reward_std': '0.46395552', 'gathered_video_score2_vq_reward_mean': '2.98413086', 'gathered_video_score2_vq_reward_std': '0.44767475', 'gathered_ori_avg_reward_mean': '9.09936523', 'gathered_ori_avg_reward_std': '0.93438762'}
+2026-06-28 21:37:07.396 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 21:37:07.493 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:37:07.530 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 21:38:13.993 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000327/group_0/index_254_seed_20544_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:38:28.195 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:38:28.195 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.08s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.08s/it]
+2026-06-28 21:39:36.892 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000327/group_0/index_254_seed_20545_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:39:57.613 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 21:39:57.778 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 21:39:58.590 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.63s/it]
+2026-06-28 21:41:51.358 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.61s (1.88min)
+2026-06-28 21:41:52.108 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 21:43:49.766 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 327: training:  50%|█████     | 1/2 [03:26<03:26, 206.77s/it]             2026-06-28 21:50:47.992 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 328, train_steps: 13120
+Global Step 327: training: 100%|██████████| 2/2 [06:58<00:00, 209.11s/it]0, 10.19s/it]
+2026-06-28 21:50:48.556 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 428	train_steps 13120	{'step': '428/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00534319', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.66796875', 'grpo_loop_time': '418.21624756', 'ref_model_time': '112.61325073', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85926807', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.14355469', 'token_credit_video_advantage_mean': '7.916e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.413e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '4.657e-09', 'kl_loss': '0.01253126', 'kl_moving': '0.01253126', 'kl_stepwise': '-1.866e-08', 'gathered_avg_reward_mean': '9.14611816', 'gathered_avg_reward_std': '0.95928329', 'gathered_video_score2_mq_reward_mean': '3.20776367', 'gathered_video_score2_mq_reward_std': '0.32045156', 'gathered_video_score2_overall_reward_mean': '9.14355469', 'gathered_video_score2_overall_reward_std': '0.95991623', 'gathered_video_score2_ta_reward_mean': '2.85278320', 'gathered_video_score2_ta_reward_std': '0.64460409', 'gathered_video_score2_vq_reward_mean': '3.08557129', 'gathered_video_score2_vq_reward_std': '0.39624241', 'gathered_ori_avg_reward_mean': '9.14611816', 'gathered_ori_avg_reward_std': '0.95928335'}
+2026-06-28 21:50:48.686 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 21:50:48.771 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:50:48.821 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 21:51:55.028 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000328/group_0/index_8879_seed_15331_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:52:07.774 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 21:52:07.775 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:06,  3.34s/it][01:06<00:00,  2.94s/it]
+100%|██████████| 20/20 [01:06<00:00,  3.34s/it]
+2026-06-28 21:53:21.749 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000328/group_0/index_8879_seed_15332_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 21:53:42.340 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 21:53:42.509 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 21:53:43.319 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-28 21:55:34.674 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.19s (1.85min)
+2026-06-28 21:55:35.428 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 21:57:33.337 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 328: training:  50%|█████     | 1/2 [03:26<03:26, 206.57s/it]             2026-06-28 22:04:31.077 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 329, train_steps: 13160
+Global Step 328: training: 100%|██████████| 2/2 [06:57<00:00, 208.87s/it]0, 10.18s/it]
+2026-06-28 22:04:31.660 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 429	train_steps 13160	{'step': '429/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-10', 'grad_norm': '0.00579495', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.69464111', 'grpo_loop_time': '417.73339844', 'ref_model_time': '111.19404602', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87069499', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.23388672', 'token_credit_video_advantage_mean': '0.00000000', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.454e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.794e-09', 'kl_loss': '0.01334394', 'kl_moving': '0.01334394', 'kl_stepwise': '-1.971e-08', 'gathered_avg_reward_mean': '9.23193359', 'gathered_avg_reward_std': '1.11303782', 'gathered_video_score2_mq_reward_mean': '3.22827148', 'gathered_video_score2_mq_reward_std': '0.35727367', 'gathered_video_score2_overall_reward_mean': '9.23388672', 'gathered_video_score2_overall_reward_std': '1.11278081', 'gathered_video_score2_ta_reward_mean': '2.85278320', 'gathered_video_score2_ta_reward_std': '0.72674125', 'gathered_video_score2_vq_reward_mean': '3.15087891', 'gathered_video_score2_vq_reward_std': '0.31202623', 'gathered_ori_avg_reward_mean': '9.23193359', 'gathered_ori_avg_reward_std': '1.11303782'}
+2026-06-28 22:04:31.786 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 22:04:31.872 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:04:31.889 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 22:05:37.589 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000329/group_0/index_1973_seed_8341_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:05:52.287 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:05:52.290 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.29s/it][01:05<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.29s/it]
+2026-06-28 22:07:05.283 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000329/group_0/index_1973_seed_8342_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:07:25.750 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 22:07:25.912 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 22:07:26.862 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.05s/it]
+2026-06-28 22:09:18.226 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.36s (1.86min)
+2026-06-28 22:09:18.979 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 22:11:17.520 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 329: training:  50%|█████     | 1/2 [03:26<03:26, 206.11s/it]             2026-06-28 22:18:14.763 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 330, train_steps: 13200
+Global Step 329: training: 100%|██████████| 2/2 [06:57<00:00, 208.61s/it]0, 10.18s/it]
+2026-06-28 22:18:15.448 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 430	train_steps 13200	{'step': '430/10000', 'learning_rate': '0.00001000', 'loss': '-1.192e-08', 'grad_norm': '0.00537833', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.14312744', 'grpo_loop_time': '417.23010254', 'ref_model_time': '111.35631561', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.87007928', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.24365234', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.478e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-1.229e-08', 'kl_loss': '0.01376910', 'kl_moving': '0.01376910', 'kl_stepwise': '-2.078e-08', 'gathered_avg_reward_mean': '9.24450684', 'gathered_avg_reward_std': '1.21452868', 'gathered_video_score2_mq_reward_mean': '3.23950195', 'gathered_video_score2_mq_reward_std': '0.39830396', 'gathered_video_score2_overall_reward_mean': '9.24365234', 'gathered_video_score2_overall_reward_std': '1.21546757', 'gathered_video_score2_ta_reward_mean': '2.96166992', 'gathered_video_score2_ta_reward_std': '0.62093973', 'gathered_video_score2_vq_reward_mean': '3.04333496', 'gathered_video_score2_vq_reward_std': '0.43419144', 'gathered_ori_avg_reward_mean': '9.24450684', 'gathered_ori_avg_reward_std': '1.21452868'}
+2026-06-28 22:18:50.804 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=330 (missing=0, unexpected=0)
+2026-06-28 22:18:52.997 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 22:18:53.209 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:18:53.318 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 22:19:59.670 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000330/group_0/index_4950_seed_7551_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:20:12.189 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:20:12.193 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.28s/it][01:05<00:00,  2.92s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.28s/it]
+2026-06-28 22:21:24.805 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000330/group_0/index_4950_seed_7552_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:21:46.144 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 22:21:46.297 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 22:21:47.428 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.19s/it]
+2026-06-28 22:23:39.159 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.73s (1.86min)
+2026-06-28 22:23:40.023 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 22:25:39.039 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 330: training:  50%|█████     | 1/2 [03:29<03:29, 209.10s/it]             2026-06-28 22:32:39.431 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 331, train_steps: 13240
+Global Step 330: training: 100%|██████████| 2/2 [07:00<00:00, 210.19s/it]0, 10.19s/it]
+2026-06-28 22:32:40.097 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 431	train_steps 13240	{'step': '431/10000', 'learning_rate': '0.00001000', 'loss': '1.304e-09', 'grad_norm': '0.00586524', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.98046875', 'grpo_loop_time': '420.37484741', 'ref_model_time': '111.72910309', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.91371566', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.11718750', 'token_credit_video_advantage_mean': '-2.328e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.335e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-2.421e-09', 'kl_loss': '0.00942563', 'kl_moving': '0.00942564', 'kl_stepwise': '-1.836e-08', 'gathered_avg_reward_mean': '9.11767578', 'gathered_avg_reward_std': '1.10562909', 'gathered_video_score2_mq_reward_mean': '3.12878418', 'gathered_video_score2_mq_reward_std': '0.39669356', 'gathered_video_score2_overall_reward_mean': '9.11718750', 'gathered_video_score2_overall_reward_std': '1.10392869', 'gathered_video_score2_ta_reward_mean': '2.92370605', 'gathered_video_score2_ta_reward_std': '0.64434588', 'gathered_video_score2_vq_reward_mean': '3.06518555', 'gathered_video_score2_vq_reward_std': '0.35084078', 'gathered_ori_avg_reward_mean': '9.11767578', 'gathered_ori_avg_reward_std': '1.10562909'}
+2026-06-28 22:32:40.182 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 22:32:40.270 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:32:40.319 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 22:33:46.412 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000331/group_0/index_339_seed_6790_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:34:05.110 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:34:05.114 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:00,  3.01s/it][01:00<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:00<00:00,  3.01s/it]
+2026-06-28 22:35:12.456 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000331/group_0/index_339_seed_6791_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:35:34.285 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 22:35:34.449 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 22:35:35.403 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.66s/it]
+2026-06-28 22:37:27.127 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.72s (1.86min)
+2026-06-28 22:37:27.891 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 22:39:25.153 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 331: training:  50%|█████     | 1/2 [03:26<03:26, 206.80s/it]             2026-06-28 22:46:23.347 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 332, train_steps: 13280
+Global Step 331: training: 100%|██████████| 2/2 [06:58<00:00, 209.09s/it]0, 10.18s/it]
+2026-06-28 22:46:23.991 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 432	train_steps 13280	{'step': '432/10000', 'learning_rate': '0.00001000', 'loss': '4.657e-09', 'grad_norm': '0.00491121', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.65652466', 'grpo_loop_time': '418.18261719', 'ref_model_time': '111.72078705', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84920073', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.38916016', 'token_credit_video_advantage_mean': '-1.397e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.457e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '3.725e-09', 'kl_loss': '0.00889506', 'kl_moving': '0.00889506', 'kl_stepwise': '-1.939e-08', 'gathered_avg_reward_mean': '9.39001465', 'gathered_avg_reward_std': '0.92771107', 'gathered_video_score2_mq_reward_mean': '3.31347656', 'gathered_video_score2_mq_reward_std': '0.35620710', 'gathered_video_score2_overall_reward_mean': '9.38916016', 'gathered_video_score2_overall_reward_std': '0.92501336', 'gathered_video_score2_ta_reward_mean': '2.76110840', 'gathered_video_score2_ta_reward_std': '0.73467988', 'gathered_video_score2_vq_reward_mean': '3.31542969', 'gathered_video_score2_vq_reward_std': '0.27502158', 'gathered_ori_avg_reward_mean': '9.39001465', 'gathered_ori_avg_reward_std': '0.92771107'}
+2026-06-28 22:46:24.041 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 22:46:24.135 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:46:24.180 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.90s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.90s/it]
+2026-06-28 22:47:30.052 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000332/group_0/index_9724_seed_7006_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:47:45.506 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 22:47:45.509 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.23s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.23s/it]
+2026-06-28 22:48:57.079 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000332/group_0/index_9724_seed_7007_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 22:49:17.479 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 22:49:17.695 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 22:49:18.759 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.27s/it]
+2026-06-28 22:51:10.541 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.74s (1.86min)
+2026-06-28 22:51:11.311 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 22:53:08.445 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 332: training:  50%|█████     | 1/2 [03:26<03:26, 206.75s/it]             2026-06-28 23:00:06.280 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 333, train_steps: 13320
+Global Step 332: training: 100%|██████████| 2/2 [06:57<00:00, 208.91s/it]0, 10.16s/it]
+2026-06-28 23:00:06.946 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 433	train_steps 13320	{'step': '433/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00625391', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '287.22552490', 'grpo_loop_time': '417.81564331', 'ref_model_time': '111.73587799', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85081196', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.45068359', 'token_credit_video_advantage_mean': '-5.588e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.462e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '7.451e-09', 'kl_loss': '0.01032798', 'kl_moving': '0.01032799', 'kl_stepwise': '-1.972e-08', 'gathered_avg_reward_mean': '9.44592285', 'gathered_avg_reward_std': '1.15335238', 'gathered_video_score2_mq_reward_mean': '3.24389648', 'gathered_video_score2_mq_reward_std': '0.36108646', 'gathered_video_score2_overall_reward_mean': '9.45068359', 'gathered_video_score2_overall_reward_std': '1.15029347', 'gathered_video_score2_ta_reward_mean': '3.09973145', 'gathered_video_score2_ta_reward_std': '0.57535982', 'gathered_video_score2_vq_reward_mean': '3.10229492', 'gathered_video_score2_vq_reward_std': '0.42891380', 'gathered_ori_avg_reward_mean': '9.44592285', 'gathered_ori_avg_reward_std': '1.15335238'}
+2026-06-28 23:00:06.998 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 23:00:07.092 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:00:07.141 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 23:01:13.332 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000333/group_0/index_1210_seed_31083_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:01:27.458 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:01:27.462 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:04,  3.21s/it][01:04<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:04<00:00,  3.21s/it]
+2026-06-28 23:02:38.732 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000333/group_0/index_1210_seed_31084_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:02:58.268 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 23:02:58.408 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 23:02:59.274 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.16s/it]
+2026-06-28 23:04:53.028 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 113.65s (1.89min)
+2026-06-28 23:04:53.784 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 23:06:50.926 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 333: training:  50%|█████     | 1/2 [03:26<03:26, 206.87s/it]             2026-06-28 23:13:49.033 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 334, train_steps: 13360
+Global Step 333: training: 100%|██████████| 2/2 [06:58<00:00, 209.04s/it]0, 10.19s/it]
+2026-06-28 23:13:49.692 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 434	train_steps 13360	{'step': '434/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00539307', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.73474121', 'grpo_loop_time': '418.08859253', 'ref_model_time': '113.64681244', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85331362', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.75732422', 'token_credit_video_advantage_mean': '3.725e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.456e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.00989551', 'kl_moving': '0.00989551', 'kl_stepwise': '-2.000e-08', 'gathered_avg_reward_mean': '9.75915527', 'gathered_avg_reward_std': '1.13149893', 'gathered_video_score2_mq_reward_mean': '3.32348633', 'gathered_video_score2_mq_reward_std': '0.42456713', 'gathered_video_score2_overall_reward_mean': '9.75732422', 'gathered_video_score2_overall_reward_std': '1.13283598', 'gathered_video_score2_ta_reward_mean': '3.22644043', 'gathered_video_score2_ta_reward_std': '0.58186001', 'gathered_video_score2_vq_reward_mean': '3.20922852', 'gathered_video_score2_vq_reward_std': '0.43278021', 'gathered_ori_avg_reward_mean': '9.75915527', 'gathered_ori_avg_reward_std': '1.13149893'}
+2026-06-28 23:13:49.740 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 23:13:49.834 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:13:49.881 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 23:14:55.888 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000334/group_0/index_3071_seed_949_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:15:11.810 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:15:11.811 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.09s/it][01:01<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.09s/it]
+2026-06-28 23:16:20.657 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000334/group_0/index_3071_seed_950_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:16:43.420 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 23:16:43.571 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 23:16:44.525 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.09s/it]
+2026-06-28 23:18:35.880 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.35s (1.86min)
+2026-06-28 23:18:36.666 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 23:20:33.531 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 334: training:  50%|█████     | 1/2 [03:26<03:26, 206.42s/it]             2026-06-28 23:27:31.166 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 335, train_steps: 13400
+Global Step 334: training: 100%|██████████| 2/2 [06:57<00:00, 208.81s/it]0, 10.18s/it]
+2026-06-28 23:27:31.786 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 435	train_steps 13400	{'step': '435/10000', 'learning_rate': '0.00001000', 'loss': '-5.588e-09', 'grad_norm': '0.00617331', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.88183594', 'grpo_loop_time': '417.62527466', 'ref_model_time': '111.35119629', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86192852', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.61523438', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.459e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '-5.588e-09', 'kl_loss': '0.01047607', 'kl_moving': '0.01047607', 'kl_stepwise': '-1.912e-08', 'gathered_avg_reward_mean': '9.60876465', 'gathered_avg_reward_std': '1.15279746', 'gathered_video_score2_mq_reward_mean': '3.27197266', 'gathered_video_score2_mq_reward_std': '0.41111976', 'gathered_video_score2_overall_reward_mean': '9.61523438', 'gathered_video_score2_overall_reward_std': '1.15536380', 'gathered_video_score2_ta_reward_mean': '3.22839355', 'gathered_video_score2_ta_reward_std': '0.50172079', 'gathered_video_score2_vq_reward_mean': '3.10839844', 'gathered_video_score2_vq_reward_std': '0.42884216', 'gathered_ori_avg_reward_mean': '9.60876465', 'gathered_ori_avg_reward_std': '1.15279746'}
+2026-06-28 23:27:31.987 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 23:27:32.083 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:27:32.128 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-28 23:28:38.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000335/group_0/index_2146_seed_6499_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:28:52.656 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:28:52.660 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-28 23:30:03.328 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000335/group_0/index_2146_seed_6500_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:30:22.092 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 23:30:22.256 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 23:30:23.300 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.15s/it]
+2026-06-28 23:32:14.539 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.19s (1.85min)
+2026-06-28 23:32:15.280 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 23:34:14.642 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 335: training:  50%|█████     | 1/2 [03:27<03:27, 207.55s/it]             2026-06-28 23:41:13.352 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 336, train_steps: 13440
+Global Step 335: training: 100%|██████████| 2/2 [06:58<00:00, 209.34s/it]0, 10.19s/it]
+2026-06-28 23:41:13.936 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 436	train_steps 13440	{'step': '436/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00472213', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '283.24810791', 'grpo_loop_time': '418.67822266', 'ref_model_time': '111.19300079', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84820902', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.06494141', 'token_credit_video_advantage_mean': '-3.260e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.211e-08', 'kl_loss': '0.01067142', 'kl_moving': '0.01067143', 'kl_stepwise': '-1.893e-08', 'gathered_avg_reward_mean': '9.06311035', 'gathered_avg_reward_std': '1.32454586', 'gathered_video_score2_mq_reward_mean': '3.17956543', 'gathered_video_score2_mq_reward_std': '0.41538128', 'gathered_video_score2_overall_reward_mean': '9.06494141', 'gathered_video_score2_overall_reward_std': '1.32329440', 'gathered_video_score2_ta_reward_mean': '2.89904785', 'gathered_video_score2_ta_reward_std': '0.63881719', 'gathered_video_score2_vq_reward_mean': '2.98449707', 'gathered_video_score2_vq_reward_std': '0.53741205', 'gathered_ori_avg_reward_mean': '9.06311035', 'gathered_ori_avg_reward_std': '1.32454586'}
+2026-06-28 23:41:14.038 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 23:41:14.126 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:41:14.167 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 23:42:20.303 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000336/group_0/index_4267_seed_15323_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:42:35.537 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:42:35.541 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-28 23:43:45.250 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000336/group_0/index_4267_seed_15324_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:44:05.564 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 23:44:05.724 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 23:44:06.578 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.35s/it]
+2026-06-28 23:45:57.819 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.14s (1.85min)
+2026-06-28 23:45:58.604 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-28 23:47:57.887 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 336: training:  50%|█████     | 1/2 [03:30<03:30, 210.40s/it]             2026-06-28 23:54:59.357 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 337, train_steps: 13480
+Global Step 336: training: 100%|██████████| 2/2 [07:01<00:00, 210.73s/it]0, 10.17s/it]
+2026-06-28 23:55:00.041 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 437	train_steps 13480	{'step': '437/10000', 'learning_rate': '0.00001000', 'loss': '7.451e-09', 'grad_norm': '0.00864381', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '284.52154541', 'grpo_loop_time': '421.46066284', 'ref_model_time': '111.13854980', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88234961', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.56103516', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.410e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.863e-09', 'kl_loss': '0.01087322', 'kl_moving': '0.01087322', 'kl_stepwise': '-1.814e-08', 'gathered_avg_reward_mean': '9.56518555', 'gathered_avg_reward_std': '1.33776188', 'gathered_video_score2_mq_reward_mean': '3.28771973', 'gathered_video_score2_mq_reward_std': '0.46420023', 'gathered_video_score2_overall_reward_mean': '9.56103516', 'gathered_video_score2_overall_reward_std': '1.33889735', 'gathered_video_score2_ta_reward_mean': '3.04833984', 'gathered_video_score2_ta_reward_std': '0.72560745', 'gathered_video_score2_vq_reward_mean': '3.22912598', 'gathered_video_score2_vq_reward_std': '0.41326034', 'gathered_ori_avg_reward_mean': '9.56518555', 'gathered_ori_avg_reward_std': '1.33776176'}
+2026-06-28 23:55:00.087 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-28 23:55:00.179 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:55:00.222 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-28 23:56:06.269 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000337/group_0/index_6133_seed_15125_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:56:19.798 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-28 23:56:19.802 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:02,  3.13s/it][01:02<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:02<00:00,  3.13s/it]
+2026-06-28 23:57:29.536 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000337/group_0/index_6133_seed_15126_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-28 23:57:48.918 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-28 23:57:49.084 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-28 23:57:50.023 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.00s/it]
+2026-06-28 23:59:41.039 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.01s (1.85min)
+2026-06-28 23:59:41.805 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-29 00:01:39.475 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 337: training:  50%|█████     | 1/2 [03:28<03:28, 208.17s/it]             2026-06-29 00:08:38.653 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 338, train_steps: 13520
+Global Step 337: training: 100%|██████████| 2/2 [06:59<00:00, 209.58s/it]0, 10.17s/it]
+2026-06-29 00:08:39.240 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 438	train_steps 13520	{'step': '438/10000', 'learning_rate': '0.00001000', 'loss': '9.313e-09', 'grad_norm': '0.00613951', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.67242432', 'grpo_loop_time': '419.16616821', 'ref_model_time': '111.00798035', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.84124690', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.21777344', 'token_credit_video_advantage_mean': '-2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '9.313e-09', 'kl_loss': '0.01197265', 'kl_moving': '0.01197266', 'kl_stepwise': '-1.919e-08', 'gathered_avg_reward_mean': '9.21643066', 'gathered_avg_reward_std': '0.88721514', 'gathered_video_score2_mq_reward_mean': '3.16137695', 'gathered_video_score2_mq_reward_std': '0.24609460', 'gathered_video_score2_overall_reward_mean': '9.21777344', 'gathered_video_score2_overall_reward_std': '0.88932145', 'gathered_video_score2_ta_reward_mean': '2.99938965', 'gathered_video_score2_ta_reward_std': '0.52510434', 'gathered_video_score2_vq_reward_mean': '3.05566406', 'gathered_video_score2_vq_reward_std': '0.38709217', 'gathered_ori_avg_reward_mean': '9.21643066', 'gathered_ori_avg_reward_std': '0.88721514'}
+2026-06-29 00:08:39.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-29 00:08:39.442 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:08:39.498 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-29 00:09:45.191 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000338/group_0/index_8474_seed_12862_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:10:00.049 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:10:00.053 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:01,  3.07s/it][01:01<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:01<00:00,  3.07s/it]
+2026-06-29 00:11:08.588 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000338/group_0/index_8474_seed_12863_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:11:28.122 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-29 00:11:28.283 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-29 00:11:29.238 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.03s/it]
+2026-06-29 00:13:20.176 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.89s (1.85min)
+2026-06-29 00:13:20.938 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-29 00:15:19.350 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 338: training:  50%|█████     | 1/2 [03:28<03:28, 208.03s/it]             2026-06-29 00:22:18.610 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 339, train_steps: 13560
+Global Step 338: training: 100%|██████████| 2/2 [06:59<00:00, 209.62s/it]0, 10.19s/it]
+2026-06-29 00:22:19.198 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 439	train_steps 13560	{'step': '439/10000', 'learning_rate': '0.00001000', 'loss': '5.588e-09', 'grad_norm': '0.00645845', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '281.53320312', 'grpo_loop_time': '419.23941040', 'ref_model_time': '110.88667297', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.86598623', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.74169922', 'token_credit_video_advantage_mean': '-4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.439e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '5.588e-09', 'kl_loss': '0.01122006', 'kl_moving': '0.01122006', 'kl_stepwise': '-1.920e-08', 'gathered_avg_reward_mean': '8.74121094', 'gathered_avg_reward_std': '1.16370809', 'gathered_video_score2_mq_reward_mean': '3.14099121', 'gathered_video_score2_mq_reward_std': '0.42072603', 'gathered_video_score2_overall_reward_mean': '8.74169922', 'gathered_video_score2_overall_reward_std': '1.15936339', 'gathered_video_score2_ta_reward_mean': '2.60046387', 'gathered_video_score2_ta_reward_std': '0.55557203', 'gathered_video_score2_vq_reward_mean': '2.99975586', 'gathered_video_score2_vq_reward_std': '0.53764880', 'gathered_ori_avg_reward_mean': '8.74121094', 'gathered_ori_avg_reward_std': '1.16370809'}
+2026-06-29 00:22:19.330 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-29 00:22:19.428 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:22:19.466 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.91s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-29 00:23:25.501 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000339/group_0/index_7619_seed_29339_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:23:40.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:23:40.317 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:05,  3.26s/it][01:05<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:05<00:00,  3.26s/it]
+2026-06-29 00:24:52.599 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000339/group_0/index_7619_seed_29340_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:25:12.501 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-29 00:25:12.669 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-29 00:25:13.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.26s/it]
+2026-06-29 00:27:05.327 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.71s (1.86min)
+2026-06-29 00:27:06.088 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-29 00:29:04.995 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 339: training:  50%|█████     | 1/2 [03:29<03:29, 209.25s/it]             2026-06-29 00:36:05.208 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 340, train_steps: 13600
+Global Step 339: training: 100%|██████████| 2/2 [07:00<00:00, 210.10s/it]0, 10.17s/it]
+2026-06-29 00:36:05.902 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 440	train_steps 13600	{'step': '440/10000', 'learning_rate': '0.00001000', 'loss': '1.183e-08', 'grad_norm': '0.00569829', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '286.71215820', 'grpo_loop_time': '420.21142578', 'ref_model_time': '111.70608521', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.88351941', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '8.90673828', 'token_credit_video_advantage_mean': '-1.490e-08', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.424e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '1.183e-08', 'kl_loss': '0.01324333', 'kl_moving': '0.01324333', 'kl_stepwise': '-1.959e-08', 'gathered_avg_reward_mean': '8.90759277', 'gathered_avg_reward_std': '1.08464885', 'gathered_video_score2_mq_reward_mean': '3.08056641', 'gathered_video_score2_mq_reward_std': '0.39139786', 'gathered_video_score2_overall_reward_mean': '8.90673828', 'gathered_video_score2_overall_reward_std': '1.08155155', 'gathered_video_score2_ta_reward_mean': '2.89501953', 'gathered_video_score2_ta_reward_std': '0.62938201', 'gathered_video_score2_vq_reward_mean': '2.93200684', 'gathered_video_score2_vq_reward_std': '0.46787167', 'gathered_ori_avg_reward_mean': '8.90759277', 'gathered_ori_avg_reward_std': '1.08464885'}
+2026-06-29 00:36:41.444 | INFO     | __main__:maybe_update_ref_model_for_kl:804 - [Moving KL] Updated ref_model at update_step=340 (missing=0, unexpected=0)
+2026-06-29 00:36:43.011 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-29 00:36:43.191 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:36:43.251 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:57,  2.90s/it][00:57<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:57<00:00,  2.90s/it]
+2026-06-29 00:37:48.773 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000340/group_0/index_2207_seed_3092_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:38:10.055 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:38:10.055 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.93s/it][00:58<00:00,  2.89s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.93s/it]
+2026-06-29 00:39:15.829 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000340/group_0/index_2207_seed_3093_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:39:38.559 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-29 00:39:38.722 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-29 00:39:39.687 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.53s/it]
+2026-06-29 00:41:30.479 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 110.79s (1.85min)
+2026-06-29 00:41:31.232 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-29 00:43:28.470 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 340: training:  50%|█████     | 1/2 [03:26<03:26, 206.65s/it]             2026-06-29 00:50:26.415 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 341, train_steps: 13640
+Global Step 340: training: 100%|██████████| 2/2 [06:57<00:00, 208.98s/it]0, 10.19s/it]
+2026-06-29 00:50:27.053 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 441	train_steps 13640	{'step': '441/10000', 'learning_rate': '0.00001000', 'loss': '1.211e-08', 'grad_norm': '0.00524421', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '288.17639160', 'grpo_loop_time': '417.96682739', 'ref_model_time': '110.78804779', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85266852', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.01123047', 'token_credit_video_advantage_mean': '4.657e-10', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.476e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '8.382e-09', 'kl_loss': '0.00932122', 'kl_moving': '0.00932122', 'kl_stepwise': '-1.977e-08', 'gathered_avg_reward_mean': '9.01220703', 'gathered_avg_reward_std': '1.17079282', 'gathered_video_score2_mq_reward_mean': '3.15112305', 'gathered_video_score2_mq_reward_std': '0.41487294', 'gathered_video_score2_overall_reward_mean': '9.01123047', 'gathered_video_score2_overall_reward_std': '1.17236149', 'gathered_video_score2_ta_reward_mean': '2.88500977', 'gathered_video_score2_ta_reward_std': '0.67154914', 'gathered_video_score2_vq_reward_mean': '2.97607422', 'gathered_video_score2_vq_reward_std': '0.42222497', 'gathered_ori_avg_reward_mean': '9.01220703', 'gathered_ori_avg_reward_std': '1.17079282'}
+2026-06-29 00:50:27.220 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-29 00:50:27.314 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:50:27.354 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.92s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.92s/it]
+2026-06-29 00:51:33.647 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000341/group_0/index_8113_seed_19908_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:51:47.038 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 00:51:47.041 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.16s/it][01:03<00:00,  2.90s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.16s/it]
+2026-06-29 00:52:57.225 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000341/group_0/index_8113_seed_19909_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 00:53:18.756 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-29 00:53:18.920 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-29 00:53:19.901 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:37<00:00, 48.59s/it]
+2026-06-29 00:55:12.061 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 112.16s (1.87min)
+2026-06-29 00:55:12.849 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
+2026-06-29 00:57:10.326 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2941 - [All Timesteps] Training on timesteps: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]
+Global Step 341: training:  50%|█████     | 1/2 [03:26<03:26, 206.81s/it]             2026-06-29 01:04:08.468 | INFO     | hyvideo.utils.grpo_utils:train_one_step:3585 - Rank 0, sp_rank 0: update step: 342, train_steps: 13680
+Global Step 341: training: 100%|██████████| 2/2 [06:58<00:00, 209.05s/it]0, 10.18s/it]
+2026-06-29 01:04:09.084 | INFO     | __main__:_log_progress_step:2147 - Training Progress: update_steps 442	train_steps 13680	{'step': '442/10000', 'learning_rate': '0.00001000', 'loss': '0.00000000', 'grad_norm': '0.00568730', 'KL_weight': '1.000e-07', 'param_delta_mean': '0.00000000', 'param_delta_max': '0.00000000', 'rollout_time': '285.58245850', 'grpo_loop_time': '418.10937500', 'ref_model_time': '112.15598297', 'token_credit_ratio_mean': '1.00000000', 'token_credit_advantage_abs_mean': '0.85420132', 'token_credit_question_count': '1.00000000', 'token_credit_video_logprob_reward_mean': '9.43652344', 'token_credit_video_advantage_mean': '2.794e-09', 'token_credit_approx_kl': '0.00000000', 'approx_kl': '1.483e-15', 'clipfrac': '0.00000000', 'clipfrac_gt_one': '0.00000000', 'clipfrac_lt_one': '0.00000000', 'policy_loss': '0.00000000', 'kl_loss': '0.00873519', 'kl_moving': '0.00873520', 'kl_stepwise': '-1.844e-08', 'gathered_avg_reward_mean': '9.43566895', 'gathered_avg_reward_std': '1.15201497', 'gathered_video_score2_mq_reward_mean': '3.24865723', 'gathered_video_score2_mq_reward_std': '0.40698540', 'gathered_video_score2_overall_reward_mean': '9.43652344', 'gathered_video_score2_overall_reward_std': '1.15647388', 'gathered_video_score2_ta_reward_mean': '2.94982910', 'gathered_video_score2_ta_reward_std': '0.73217160', 'gathered_video_score2_vq_reward_mean': '3.23718262', 'gathered_video_score2_vq_reward_std': '0.40206483', 'gathered_ori_avg_reward_mean': '9.43566895', 'gathered_ori_avg_reward_std': '1.15201497'}
+2026-06-29 01:04:09.186 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1261 - [ParallelGroups] Rank 0, dp_rank 0: video_batch_size=2, num_generations=4, ranks_per_group=2, num_groups_per_rank=1, group_idx=0, rank_in_group=0
+2026-06-29 01:04:09.276 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 1/2 (samples 1-1/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 01:04:09.331 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [00:58,  2.91s/it][00:58<00:00,  2.90s/it]
+100%|██████████| 20/20 [00:58<00:00,  2.91s/it]
+2026-06-29 01:05:16.231 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000342/group_0/index_2904_seed_5954_dp_0_rank_0_sample_0_slot_0.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 01:05:30.822 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1399 - Rank 0 generating batch 2/2 (samples 2-2/2), eta: 0.5, batch_size: 1, 81x352x624, flow_shift: 5.0, infer_steps: 20
+2026-06-29 01:05:30.826 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1424 - Rank 0 using 'all' strategy (no mixgrpo): determistic=False for all timesteps
+20it [01:03,  3.18s/it][01:03<00:00,  2.91s/it]
+100%|██████████| 20/20 [01:03<00:00,  3.18s/it]
+2026-06-29 01:06:41.398 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1571 - Rank 0: Saved video 1/1 to ./outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/rl_samples/0000342/group_0/index_2904_seed_5955_dp_0_rank_0_sample_1_slot_1.mp4
+video_reader_backend torchcodec error, use torchvision as default, msg: Could not load libtorchcodec. Likely causes:
+          1. FFmpeg is not properly installed in your environment. We support
+             versions 4, 5, 6, 7, and 8, and we attempt to load libtorchcodec
+             for each of those versions. Errors for versions not installed on
+             your system are expected; only the error for your installed FFmpeg
+             version is relevant. On Windows, ensure you've installed the
+             "full-shared" version which ships DLLs.
+          2. The PyTorch version (2.10.0+cu130) is not compatible with
+             this version of TorchCodec. Refer to the version compatibility
+             table:
+             https://github.com/pytorch/torchcodec?tab=readme-ov-file#installing-torchcodec.
+          3. Another runtime dependency; see exceptions below.
+
+        The following exceptions were raised as we tried to load libtorchcodec:
+
+[start of libtorchcodec loading traceback]
+FFmpeg version 8:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.60: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core8.so
+
+FFmpeg version 7:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.59: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core7.so
+
+FFmpeg version 6:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.58: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core6.so
+
+FFmpeg version 5:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: libavutil.so.57: cannot open shared object file: No such file or directory
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core5.so
+
+FFmpeg version 4:
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1442, in load_library
+    ctypes.CDLL(path)
+  File "/usr/local/lib/python3.12/ctypes/__init__.py", line 379, in __init__
+    self._handle = _dlopen(self._name, mode)
+                   ^^^^^^^^^^^^^^^^^^^^^^^^^
+OSError: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so: undefined symbol: torch_from_blob
+
+The above exception was the direct cause of the following exception:
+
+Traceback (most recent call last):
+  File "/usr/local/lib/python3.12/site-packages/torchcodec/_internally_replaced_utils.py", line 93, in load_torchcodec_shared_libraries
+    torch.ops.load_library(core_library_path)
+  File "/usr/local/lib/python3.12/site-packages/torch/_ops.py", line 1444, in load_library
+    raise OSError(f"Could not load this library: {path}") from e
+OSError: Could not load this library: /usr/local/lib/python3.12/site-packages/torchcodec/libtorchcodec_core4.so
+[end of libtorchcodec loading traceback].
+The following generation flags are not valid and may be ignored: ['temperature']. Set `TRANSFORMERS_VERBOSITY=info` for more details.
+2026-06-29 01:07:02.832 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1033 - [GatherRewards] Rank 0: Using local metric names without global sync: ['avg', 'video_score2_mq', 'video_score2_overall', 'video_score2_ta', 'video_score2_vq']
+2026-06-29 01:07:02.997 | INFO     | hyvideo.utils.grpo_utils:gather_and_process_rewards:1101 - [GatherRewards] Rank 0 saved 4 entries for group 0
+2026-06-29 01:07:04.044 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1819 - Rank 0: Pre-computing Reference Model statistics (Batch-wise)...
+Processing reference model mini-batches: 100%|██████████| 2/2 [01:36<00:00, 48.22s/it]
+2026-06-29 01:08:55.572 | INFO     | hyvideo.utils.grpo_utils:prepare_samples_online:1962 - Rank 0: Reference stats computed (Batched). Shape: torch.Size([2, 20, 32, 21, 22, 39]), Time: 111.44s (1.86min)
+2026-06-29 01:08:56.335 | INFO     | hyvideo.utils.grpo_utils:train_one_step:2713 - Rank 0, sp_rank 0: token_credit GRPO active with 2 valid question slots; loss_mode=video_adv, ratio_mode=uniform_weighted_logprob, spatial_granularity=frame, advantage_source=token, shuffle_weights=False, uniform_weights=True.
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/requirements.txt b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..39e0f3c1420662c3ff444800795c46ff01ed12e3
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/requirements.txt
@@ -0,0 +1,287 @@
+awscli==1.45.30
+boto3==1.43.30
+botocore==1.43.30
+certifi==2026.5.20
+charset-normalizer==3.4.7
+colorama==0.4.6
+docutils==0.19
+idna==3.18
+jmespath==1.1.0
+pip==26.1.2
+pyasn1==0.6.3
+python-dateutil==2.9.0.post0
+PyYAML==6.0.3
+requests==2.34.2
+rsa==4.7.2
+s3transfer==0.18.0
+six==1.17.0
+urllib3==2.7.0
+py-cpuinfo==9.0.0
+hjson==3.1.0
+easydict==1.13
+braceexpand==0.1.7
+antlr4-python3-runtime==4.9.3
+websocket-client==1.9.0
+webdataset==1.0.2
+triton==3.6.0
+torchcodec==0.14.0+cu130
+tifffile==2026.6.1
+tenacity==9.1.4
+smmap==5.0.3
+sentry-sdk==2.63.0
+sentencepiece==0.2.1
+regex==2026.5.9
+pyarrow==24.0.0
+pyaml==26.2.1
+propcache==0.5.2
+opencv-python-headless==4.13.0.92
+omegaconf==2.3.1
+nvidia-nvtx==13.0.85
+ImageIO==2.37.3
+nvidia-nvshmem-cu13==3.4.5
+nvidia-nvjitlink==13.0.88
+av==17.1.0
+nvidia-nccl-cu13==2.28.9
+nvidia-cufile==1.15.1.6
+imageio-ffmpeg==0.6.0
+nvidia-cuda-runtime==13.0.96
+nvidia-cuda-nvrtc==13.0.88
+attrs==26.1.0
+nvidia-cuda-cupti==13.0.85
+nvidia-cublas==13.1.0.3
+multidict==6.7.1
+msgpack==1.2.1
+Mako==1.3.12
+loguru==0.7.3
+lmdb==2.2.1
+lightning-utilities==0.15.3
+lazy-loader==0.5
+greenlet==3.5.2
+future==1.0.0
+ftfy==6.3.1
+frozenlist==1.8.0
+frozendict==2.4.7
+docstring_parser==0.18.0
+decord==0.6.0
+cuda-pathfinder==1.5.5
+aiohappyeyeballs==2.6.2
+yarl==1.24.2
+typed-argument-parser==1.12.0
+SQLAlchemy==2.0.51
+scikit-image==0.26.0
+qwen-vl-utils==0.0.14
+typeguard==4.5.2
+nvidia-cusparse==12.6.3.3
+nvidia-cufft==12.0.0.61
+nvidia-cudnn-cu13==9.15.1.9
+huggingface_hub==0.36.2
+gitdb==4.0.12
+ffmpeg-python==0.2.0
+einx==0.4.3
+cupy-cuda12x==14.1.1
+cuda-bindings==13.0.3
+cattrs==26.1.0
+aiosignal==1.4.0
+tokenizers==0.21.4
+termcolor==3.3.0
+nvidia-cusolver==12.0.4.66
+mediapy==1.2.6
+ipdb==0.13.13
+GitPython==3.1.50
+diffusers==0.38.0
+coremltools==9.0
+alembic==1.18.5
+aiohttp==3.14.1
+wandb==0.28.0
+torch==2.10.0+cu130
+dataset==2.0.0
+dashscope==1.26.0
+torchvision==0.25.0+cu130
+torchmetrics==1.9.0
+sniffio==1.3.1
+torchdata==0.8.0
+tqdm==4.67.3
+torchaudio==2.10.0+cu130
+deepspeed==0.19.2
+timm==1.0.27
+pytorch-lightning==2.6.5
+peft==0.19.1
+lpips==0.1.4
+lightning==2.6.5
+flash_attn==2.8.3+cu130torch2.10
+xxhash==3.7.1
+shortuuid==1.0.13
+setuptools==82.0.0
+safetensors==0.7.0
+pillow==12.1.1
+numpy==2.4.2
+jiter==0.15.0
+fsspec==2026.2.0
+distro==1.9.0
+dill==0.4.1
+tyro==1.0.15
+tiktoken==0.13.0
+multiprocess==0.70.19
+modelscope==1.36.0
+fire==0.7.0
+openai==2.8.0
+datasets==4.8.4
+trl==0.8.6
+angelslim==0.2.2
+transformers==4.53.2
+black==26.5.1
+pathspec==1.1.1
+pytokens==0.4.1
+importlib_metadata==9.0.0
+ml_dtypes==0.5.4
+onnx==1.22.0
+onnx-ir==0.2.1
+onnxscript==0.7.0
+transformer_engine==2.9.0+70f53666
+zipp==4.1.0
+nvidia-mathdx==25.6.0
+einops==0.8.2
+absl-py==2.4.0
+accelerate==1.14.0
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.0
+apsw==3.53.2.0
+apswutils==0.1.2
+beartype==0.22.9
+beautifulsoup4==4.15.0
+blis==1.2.1
+catalogue==2.0.10
+cloudpathlib==0.24.0
+cloudpickle==3.1.2
+confection==0.1.5
+contourpy==1.3.3
+cycler==0.12.1
+cymem==2.0.13
+fastai==2.8.7
+fastcore==1.13.6
+fastdownload==0.0.7
+fastlite==0.2.4
+fastprogress==1.1.6
+fasttransform==0.0.2
+fonttools==4.63.0
+grpcio==1.81.1
+h11==0.16.0
+hf-xet==1.5.1
+httpcore==1.0.9
+httpcore2==2.4.0
+httptools==0.8.0
+httpx==0.28.1
+httpx2==2.4.0
+itsdangerous==2.2.0
+joblib==1.5.3
+kiwisolver==1.5.0
+langcodes==3.5.1
+Markdown==3.10.2
+markdown-it-py==4.2.0
+matplotlib==3.11.0
+mdurl==0.1.2
+mpmath==1.3.0
+murmurhash==1.0.15
+mypy_extensions==1.1.0
+narwhals==2.22.1
+networkx==3.6.1
+nvidia-curand==10.4.0.35
+nvidia-cusparselt-cu13==0.8.0
+oauthlib==3.3.1
+pandas==3.0.3
+plum-dispatch==2.9.0
+preshed==3.0.13
+protobuf==7.35.1
+pydantic==2.13.4
+pydantic_core==2.46.4
+pyparsing==3.3.2
+pyre-extensions==0.0.32
+python-dotenv==1.2.2
+python-fasthtml==0.14.3
+python-multipart==0.0.32
+rich==15.0.0
+s3torchconnector==1.5.0
+s3torchconnectorclient==1.5.0
+scikit-learn==1.9.0
+shellingham==1.5.4
+smart_open==7.6.1
+soupsieve==2.8.4
+spacy==3.8.7
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+srsly==2.5.3
+starlette==1.3.1
+sympy==1.14.0
+tabulate==0.10.0
+tensorboard==2.20.0
+tensorboard-data-server==0.7.2
+thinc==8.3.4
+threadpoolctl==3.6.0
+torchtnt==0.2.4
+truststore==0.10.4
+typer==0.25.1
+typer-slim==0.24.0
+typing-inspect==0.9.0
+typing-inspection==0.4.2
+uvicorn==0.49.0
+uvloop==0.22.1
+wasabi==1.1.3
+watchfiles==1.2.0
+weasel==0.4.3
+websockets==16.0
+Werkzeug==3.1.8
+wrapt==2.2.2
+asttokens==3.0.1
+cffi==2.0.0
+click==8.4.1
+comm==0.2.3
+cryptography==49.0.0
+Cython==3.2.5
+debugpy==1.8.21
+decorator==5.3.1
+executing==2.2.1
+filelock==3.29.4
+h5py==3.16.0
+intel-cmplr-lib-ur==2026.0.0
+intel-openmp==2026.0.0
+ipykernel==7.3.0
+ipython==9.14.1
+ipython_pygments_lexers==1.1.1
+jedi==0.20.0
+Jinja2==3.1.6
+jupyter_client==8.9.1
+jupyter_core==5.9.1
+MarkupSafe==3.0.3
+matplotlib-inline==0.2.2
+mkl==2026.0.0
+mkl-include==2026.0.0
+mpi4py==4.1.2
+nest-asyncio2==1.7.2
+ninja==1.13.0
+onemkl-license==2026.0.0
+opencv-python==4.11.0.86
+packaging==26.2
+parso==0.8.7
+pexpect==4.9.0
+platformdirs==4.10.0
+prompt_toolkit==3.0.52
+psutil==7.2.2
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pybind11==3.0.4
+pycparser==3.0
+Pygments==2.20.0
+pyOpenSSL==26.3.0
+pyzmq==27.1.0
+scipy==1.18.0
+stack-data==0.6.3
+tbb==2023.0.0
+tcmlib==1.5.0
+tornado==6.5.7
+traitlets==5.15.1
+typing_extensions==4.15.0
+tzdata==2026.2
+umf==1.1.0
+wheel==0.47.0
+wcwidth==0.8.1
diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/wandb-metadata.json b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..5564ab29def9e3ba046fafbe74c0507a45948396
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/files/wandb-metadata.json
@@ -0,0 +1,167 @@
+{
+  "os": "Linux-6.1.163-186.299.amzn2023.x86_64-x86_64-with-glibc2.35",
+  "python": "CPython 3.12.10",
+  "startedAt": "2026-06-25T18:01:16.324631Z",
+  "args": [
+    "--pretrained_model_root",
+    "./ckpts",
+    "--train_video_csv",
+    "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv",
+    "--reward_model",
+    "video_score2",
+    "--reward_weights",
+    "{\"VQ\":1.0,\"MQ\":1.0,\"TA\":1.0}",
+    "--reward_gradient_credit",
+    "True",
+    "--reward_credit_num_frames",
+    "8",
+    "--reward_credit_max_questions",
+    "1",
+    "--reward_credit_metric",
+    "weighted",
+    "--token_credit_loss_mode",
+    "video_adv",
+    "--token_credit_ratio_mode",
+    "uniform_weighted_logprob",
+    "--auto_resume_from_timer",
+    "True",
+    "--learning_rate",
+    "1e-5",
+    "--batch_size",
+    "2",
+    "--num_generations",
+    "4",
+    "--max_steps",
+    "10000",
+    "--output_dir",
+    "./outputs",
+    "--enable_wandb",
+    "True",
+    "--project_name",
+    "SAGE-GRPO",
+    "--run_name",
+    "yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting",
+    "--enable_fsdp",
+    "--enable_gradient_checkpointing",
+    "--sp_size",
+    "2",
+    "--reward_checkpoint_mode",
+    "v3",
+    "--validation_interval",
+    "0",
+    "--validate_at_step0",
+    "False",
+    "--validate_video_length",
+    "121",
+    "--validation_timestep_shift",
+    "5.0",
+    "--use_grad_balancing",
+    "True",
+    "--enable_timestep_permutation",
+    "True",
+    "--sde_type",
+    "sage_grpo",
+    "--kl_weight",
+    "1e-5",
+    "--kl_coef",
+    "1e-7",
+    "--use_moving_KL",
+    "True",
+    "--update_ref_model_step",
+    "10",
+    "--use_dual_kl",
+    "True",
+    "--dual_kl_moving_weight",
+    "1.0",
+    "--dual_kl_step_weight",
+    "0.1",
+    "--reference_mode_offload",
+    "True",
+    "--checkpoints_directory",
+    "s3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting"
+  ],
+  "program": "/nfs/ywang29/Reward_finetuning/SAGE-GRPO/post_train.py",
+  "codePath": "post_train.py",
+  "codePathLocal": "post_train.py",
+  "git": {
+    "remote": "https://github.com/Tencent-Hunyuan/SAGE-GRPO.git",
+    "commit": "779776e42732e0262b3f2844dd206d9d8f043b2f"
+  },
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+}
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new file mode 100644
index 0000000000000000000000000000000000000000..f983e6623c2efcb7cbc5f4e5ab33596ad171baf4
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diff --git a/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/logs/debug.log b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..e003af185b81532cacc394df57802192ccb0c74f
--- /dev/null
+++ b/outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/logs/debug.log
@@ -0,0 +1,19 @@
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+2026-06-25 18:01:16,348 INFO    MainThread:1812 [wandb_init.py:setup_run_log_directory():725] Logging user logs to outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/logs/debug.log
+2026-06-25 18:01:16,348 INFO    MainThread:1812 [wandb_init.py:setup_run_log_directory():726] Logging internal logs to outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/wandb/wandb/run-20260625_180116-dgy7zq92/logs/debug-internal.log
+2026-06-25 18:01:16,348 INFO    MainThread:1812 [wandb_init.py:init():768] calling init triggers
+2026-06-25 18:01:16,348 INFO    MainThread:1812 [wandb_init.py:init():773] wandb.init called with sweep_config: {}
+config: {'pretrained_model_root': './ckpts', 'pretrained_transformer_version': '480p_t2v', 'post_train_type': 'grpo', 'learning_rate': 1e-05, 'weight_decay': 0.01, 'max_steps': 10000, 'warmup_steps': 500, 'gradient_accumulation_steps': 1, 'max_grad_norm': 1.0, 'use_muon': True, 'num_train_timesteps': 1000, 'train_timestep_shift': 3.0, 'validation_timestep_shift': 5.0, 'snr_type': 'lognorm', 'task_type': 't2v', 'i2v_prob': 0.3, 'enable_fsdp': True, 'enable_gradient_checkpointing': True, 'sp_size': 2, 'dp_replicate': 1, 'batch_size': 2, 'num_workers': 4, 'prefetch_factor': 2, 'num_generations': 4, 'use_same_noise': False, 'output_dir': './outputs/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting', 'checkpoints_directory': 's3://snap-genvid-us-east-2/ywang29/checkpoints_large_model/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting/yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting', 'save_interval': 100, 'timer_interval': 25, 'auto_resume_from_timer': True, 'log_interval': 1, 'enable_wandb': True, 'project_name': 'SAGE-GRPO', 'run_name': 'yw008-2-sage-videoscore2-token-credit-video-adv-no-weighting', 'wandb_key': None, 'wandb_username': None, 'wandb_base_url': 'https://api.wandb.ai', 'wandb_entity': None, 'wandb_silent': True, 'dtype': 'bf16', 'master_weight_type': 'fp32', 'seed': 42, 'validation_global_seed': 930, 'validation_interval': 0, 'validation_prompts': None, 'validate_video_length': 121, 'validation_aspect_ratio': '16:9', 'validation_fixed_size': '480x864', 'validation_num_inference_steps': 40, 'validation_negative_prompt': '', 'validation_enable_sr': False, 'validation_prompt_rewrite': False, 'validate_at_step0': False, 'resume_from_checkpoint': None, 'use_lora': False, 'lora_r': 8, 'lora_alpha': 16, 'lora_dropout': 0.0, 'lora_target_modules': None, 'pretrained_lora_path': None, 'train_video_csv': ['/nfs/ywang29/Reward_finetuning/SAGE-GRPO/assets/demo_train_decomposed_binary5.csv'], 'valid_video_csv': 'assets/demo_sample.csv', 'reward_model': 'video_score2', 'reward_config': {'models': {'video_score2': {'weight': 1.0, 'sub_reward': {'VQ': 1.0, 'MQ': 1.0, 'TA': 1.0}}}, 'reward_checkpoint_mode': 'v3', 'reward_gradient_credit': True, 'reward_credit_num_frames': 8, 'reward_credit_metric': 'weighted'}, 'reward_checkpoint_mode': 'v3', 'reward_weights': {'VQ': 1.0, 'MQ': 1.0, 'TA': 1.0}, 'reward_gradient_credit': True, 'reward_credit_num_frames': 8, 'reward_credit_max_questions': 1, 'reward_credit_metric': 'weighted', 'token_credit_source_model': None, 'token_credit_advantage_source': 'token', 'token_credit_remote_url': None, 'token_credit_vlm_model_path': None, 'token_credit_vlm_model_family': None, 'token_credit_vlm_prompt_template': None, 'remote_reward_url': None, 'vlm_reward_model_path': None, 'vlm_reward_model_family': None, 'vlm_reward_prompt_template': None, 'vlm_reward_num_frames': 8, 'vlm_reward_max_pixels': 65536, 'vlm_reward_max_new_tokens': 128, 'vlm_reward_batch_size': 0, 'vlm_reward_score_type': 'logprob', 'vlm_reward_missing_score': 0.0, 'vlm_reward_video_sample_type': 'uniform', 'vlm_reward_token_credit_max_questions': 8, 'token_credit_loss_mode': 'video_adv', 'token_credit_ratio_mode': 'uniform_weighted_logprob', 'token_credit_shuffle_weights': False, 'token_credit_spatial_granularity': 'frame', 'token_credit_spatial_bins': 1, 'token_credit_spatial_window': 1, 'token_credit_chunk_size': 1, 'enable_grpo_policy_update': True, 'grpo_sampling_steps': 20, 'sample_n_frames': 81, 'eta': 0.5, 'cfg_scale': 6.0, 'neg_prompt': None, 'data_type': 'video', 'model_type': '16164', 'video_fps': 24, 'vae_name': '16164-32c-hy20250605', 'vae_tiling': False, 'infer_flow_shift_video': 5.0, 'video_bucket_hw_base_size': 480, 'video_bucket_hw_bucket_stride': 32, 'multitask_mask_training_type': 'concat', 'vision_num_semantic_tokens': 729, 'vision_states_dim': 1152, 'sde_type': 'sage_grpo', 'mini_batch_size_per_update': 1, 'clip_range': 0.0001, 'adv_clip_max': 5.0, 'timestep_fraction': 1.0, 'random_train_timestep_count': False, 'random_train_timestep_min': 1, 'random_train_timestep_max': 20, 'use_grad_balancing': True, 'enable_timestep_permutation': True, 'reference_mode_offload': True, 'kl_weight': 1e-05, 'kl_coef': 1e-07, 'kl_min_coef': 1e-07, 'use_moving_KL': True, 'update_ref_model_step': 10, 'use_dual_kl': True, 'dual_kl_moving_weight': 1.0, 'dual_kl_step_weight': 0.1, 'kl_compute_mode': 'rollout_phase', 'glyph_byT5_v2': True, 'byt5_max_length': 256, 'video_uncond_p_byt5': 0.0, 'precision': 'bf16', 'vae_precision': 'fp16', 'val_disable_autocast': False, 'debug_grad_flow': False, 'debug_train_diagnostics_interval': 1, '_wandb': {}}
+2026-06-25 18:01:16,348 INFO    MainThread:1812 [wandb_init.py:init():816] starting backend
+2026-06-25 18:01:16,613 INFO    MainThread:1812 [wandb_init.py:init():831] sending inform_init request
+2026-06-25 18:01:16,944 INFO    MainThread:1812 [wandb_init.py:init():836] backend started and connected
+2026-06-25 18:01:16,947 INFO    MainThread:1812 [wandb_init.py:init():906] updated telemetry
+2026-06-25 18:01:17,001 INFO    MainThread:1812 [wandb_init.py:init():929] communicating run to backend with 90.0 second timeout
+2026-06-25 18:01:17,475 INFO    MainThread:1812 [wandb_init.py:init():974] starting run threads in backend
+2026-06-25 18:01:17,684 INFO    MainThread:1812 [wandb_run.py:_console_start():2523] atexit reg
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+2026-06-25 18:01:17,686 INFO    MainThread:1812 [wandb_init.py:init():1012] run started, returning control to user process